An Analysis of Salaries for Software Developers¶
A Tutorial by Astrid Da Costa and Sean Millman! :D¶
Introduction¶
In our ever-changing economy, there is one thing that remains consistent, according to the US Bureau of Labor Statistics (US BLS) - education boosts earnings and reduces unemployment. The US BLS Current Population Survey states that for workers over the age of 25, those with less than a high school diploma had the lowest earnings while those with graduate degrees (master's, professional, and doctoral degrees) had the highest earnings.
Erika York, professor in Economics and a Senior Economist featured in The Wall Street Journal, The Washington Post, and other outlets, wrote an article proving that income tends to rise as humans age and gain work experience. From York's research we can see that overall salary increases with age until 65 - the retirement age (and even then, it's still above the national average).
These facts may be true in general, but is this the case for those in the Computer Science field? Can we assume that higher level of education and age are determining factors in a Computer Scientist's salary? What other factors might play a part?
In this tutorial, we will focus on an algorithm that analyzes data from software engineers in the United States to determine what factors (if any) directly correlate with a higher salary.
Let's get analyzing!
Hypothesis¶
In this project we are coding in Python and compiling our code using Jupyter Notebook. If needed, here is a tutorial on how to install Jupyter Notebook on your computer. Now, let's delve into the Python libraries needed for this tutorial.
Necessary Imports¶
In [2]:
# needed to create a DataFrame, which help easily derive all the data being used for analysis
import pandas as pd
# used for showing graphs to better explain how the data is being used and interpreted
import matplotlib.pyplot as plt
# allows for easy handling of large datasets
import numpy as np
# good libraries for predicting data
from sklearn import linear_model
from sklearn.impute import KNNImputer
from sklearn.ensemble import RandomForestClassifier
from sklearn.linear_model import LinearRegression
from sklearn import preprocessing
import statsmodels.formula.api as smf
/tmp/ipykernel_303674/1020587401.py:2: DeprecationWarning:
Pyarrow will become a required dependency of pandas in the next major release of pandas (pandas 3.0),
(to allow more performant data types, such as the Arrow string type, and better interoperability with other libraries)
but was not found to be installed on your system.
If this would cause problems for you,
please provide us feedback at https://github.com/pandas-dev/pandas/issues/54466
import pandas as pd
Part 1: Data Collection¶
While searching for a dataset relevant to our topic, we tried looking for sets that had anough information to properly test our hypothesis. We found many disjoint sets from credible sources such as the US Census or the US Department of Education College Scorecard Data but in our efforts to maintian consistency, we decided to find a dataset that only consisted of one table.
The data being used in this tutorial comes from the Stack Overflow Annual Developer Survey, which contains the necessary data for our analysis. For simplicity, we will be focusing on age, education level, years of coding experience, years of professional coding experience, years of work experience, and total salary for developers in the United States.
Download this dataset
and make sure it is stored in the same location as this notebook. Then
extract all of the files from the zip archive to this same location. The specific file we will be focusing on is survey_results_public.csv. Here will contain all the data needed for this analysis.
Get Data and Tidy Table
"Tidying" a table ensures we get only the data that we need. Keeping useless data is not efficient.
In [3]:
# get raw data
unclean_data = pd.read_csv('survey_results_public.csv')
# filter for only US-based data
only_USD = unclean_data.loc[unclean_data['Currency'] == 'USD United States dollar']
data = only_USD.loc[only_USD['Country'] == 'United States of America']
In [4]:
# print out columns to discover features
print(data.columns)
Index(['ResponseId', 'Q120', 'MainBranch', 'Age', 'Employment', 'RemoteWork',
'CodingActivities', 'EdLevel', 'LearnCode', 'LearnCodeOnline',
'LearnCodeCoursesCert', 'YearsCode', 'YearsCodePro', 'DevType',
'OrgSize', 'PurchaseInfluence', 'TechList', 'BuyNewTool', 'Country',
'Currency', 'CompTotal', 'LanguageHaveWorkedWith',
'LanguageWantToWorkWith', 'DatabaseHaveWorkedWith',
'DatabaseWantToWorkWith', 'PlatformHaveWorkedWith',
'PlatformWantToWorkWith', 'WebframeHaveWorkedWith',
'WebframeWantToWorkWith', 'MiscTechHaveWorkedWith',
'MiscTechWantToWorkWith', 'ToolsTechHaveWorkedWith',
'ToolsTechWantToWorkWith', 'NEWCollabToolsHaveWorkedWith',
'NEWCollabToolsWantToWorkWith', 'OpSysPersonal use',
'OpSysProfessional use', 'OfficeStackAsyncHaveWorkedWith',
'OfficeStackAsyncWantToWorkWith', 'OfficeStackSyncHaveWorkedWith',
'OfficeStackSyncWantToWorkWith', 'AISearchHaveWorkedWith',
'AISearchWantToWorkWith', 'AIDevHaveWorkedWith', 'AIDevWantToWorkWith',
'NEWSOSites', 'SOVisitFreq', 'SOAccount', 'SOPartFreq', 'SOComm',
'SOAI', 'AISelect', 'AISent', 'AIAcc', 'AIBen',
'AIToolInterested in Using', 'AIToolCurrently Using',
'AIToolNot interested in Using', 'AINextVery different',
'AINextNeither different nor similar', 'AINextSomewhat similar',
'AINextVery similar', 'AINextSomewhat different', 'TBranch', 'ICorPM',
'WorkExp', 'Knowledge_1', 'Knowledge_2', 'Knowledge_3', 'Knowledge_4',
'Knowledge_5', 'Knowledge_6', 'Knowledge_7', 'Knowledge_8',
'Frequency_1', 'Frequency_2', 'Frequency_3', 'TimeSearching',
'TimeAnswering', 'ProfessionalTech', 'Industry', 'SurveyLength',
'SurveyEase', 'ConvertedCompYearly'],
dtype='object')
Removing Outliers¶
In [5]:
# get only the data we care about from survey
data = data[['Age', 'EdLevel', 'YearsCode', 'YearsCodePro', 'WorkExp', 'CompTotal']]
plt.scatter(data.get('Age'), data.get('CompTotal'))
plt.title("Total Experience vs Salary")
plt.xlabel("Experience")
plt.ylabel("Salary")
plt.show()
As can be seen in the graph above, we have a very big outlier in our Experience data! It's most likely fake, so to preserve the usefulness of the data, we can remove it. Now our data is more usable!
In [6]:
# remove compensation outliers; likely fakes
data.drop(axis=0, index = 49553, inplace=True)
plt.scatter(data.get('Age'), data.get('CompTotal'))
plt.title("Total Experience vs Salary")
plt.xlabel("Experience")
plt.ylabel("Salary")
plt.show()
As can be seen in the graph above, we have two outliers. For efficient analysis purposes, let's remove them as well. Much better!
In [7]:
data.drop(axis=0, index = 770, inplace=True)
data.drop(axis=0, index = 80586, inplace=True)
plt.scatter(data.get('Age'), data.get('CompTotal'))
plt.title("Total Experience vs Salary")
plt.xlabel("Experience")
plt.ylabel("Salary")
plt.show()
Let's take a quick look at what our data looks like now!
In [8]:
print(data)
Age EdLevel \
1 25-34 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
2 45-54 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
3 25-34 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
6 35-44 years old Some college/university study without earning ...
7 25-34 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
... ... ...
89145 35-44 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
89154 35-44 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
89156 25-34 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
89175 25-34 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
89178 45-54 years old Bachelor’s degree (B.A., B.S., B.Eng., etc.)
YearsCode YearsCodePro WorkExp CompTotal
1 18 9 10.0 285000.0
2 27 23 23.0 250000.0
3 12 7 7.0 156000.0
6 4 3 4.0 135000.0
7 5 3 5.0 80000.0
... ... ... ... ...
89145 23 12 15.0 45000.0
89154 20 8 8.0 75000.0
89156 12 8 8.0 195000.0
89175 10 8 8.0 135000.0
89178 25 22 22.0 212021.0
[14603 rows x 6 columns]
Definitely much better than before, but this data would be much more usuable as discrete numerica values rather than strings (which represent age ranges). Let's fix this!
First, let's get the unique age ranges.
In [9]:
print(data.get('Age').unique())
['25-34 years old' '45-54 years old' '35-44 years old' '55-64 years old' '18-24 years old' '65 years or older' 'Prefer not to say' 'Under 18 years old']
Now, lets replace these ages with actual values for ease of model fitting! For simplicity, if age is under 18, we use 17 as the value. For ages 65 or above, we use 65, and for those who prefer 0. For every other age range, we will us emedian age range values.
In [10]:
# replace each age range value with the median age for ease of model fitting
data.replace('Under 18 years old', 17, inplace=True)
data.replace('18-24 years old', 21, inplace=True)
data.replace('25-34 years old', 29.5, inplace=True)
data.replace('35-44 years old', 39.5, inplace=True)
data.replace('45-54 years old', 49.5, inplace=True)
data.replace('55-64 years old', 59.5, inplace=True)
data.replace('65 years or older', 65, inplace=True)
data.replace('Prefer not to say', 0, inplace=True)
/tmp/ipykernel_303674/1657818984.py:9: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
data.replace('Prefer not to say', 0, inplace=True)
Now, let's see the unique YearsCode and YearsCodePro values.
In [11]:
print(data.get('YearsCode').unique())
print(data.get('YearsCodePro').unique())
['18' '27' '12' '4' '5' '14' '10' '33' '21' '3' '35' '40' '29' '20' '8' '30' '23' '45' '11' '13' '48' '38' '41' '19' '16' '39' '22' '15' '17' '26' '25' '7' '43' '6' '9' '42' 'More than 50 years' '31' '28' '44' '37' '24' '2' '34' '36' '32' '47' '50' '46' nan 'Less than 1 year' '49' '1'] ['9' '23' '7' '3' 'Less than 1 year' '15' '16' '2' '30' '32' '24' '10' '12' '6' '20' '25' '19' '27' '43' '33' '44' '29' '22' '11' '4' '14' '13' '28' '5' '8' '42' '17' '21' '26' '18' '31' 'More than 50 years' '1' '36' '39' '35' '38' '40' nan '34' '50' '48' '37' '41' '46' '45' '47' '49']
To ensure usable data for our model, we can replace 'More than 50 years' with 51 and 'Less than 1 year' with 0, which intuitively and mathematically makes sense.
In [12]:
# replace YearsCode and YearsCodePro string values with representative numbers
data.replace('Less than 1 year', 0, inplace=True)
data.replace('More than 50 years', 51, inplace=True)
# cast them both to float type for later use
data['YearsCode'] = data['YearsCode'].astype(float)
data['YearsCodePro'] = data['YearsCodePro'].astype(float)
Finally, let's see the unique EdLevel values.
In [13]:
print(data.get('EdLevel').unique())
['Bachelor’s degree (B.A., B.S., B.Eng., etc.)' 'Some college/university study without earning a degree' 'Master’s degree (M.A., M.S., M.Eng., MBA, etc.)' 'Professional degree (JD, MD, Ph.D, Ed.D, etc.)' 'Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)' 'Associate degree (A.A., A.S., etc.)' 'Something else' 'Primary/elementary school']
To ensure usable data for our model, we can replace the below strings with integers ranging from 0-7 (respectively) so we can predict the most likely level of education.
In [14]:
# replace EdLevel string values with integers to represent level of education
data.replace('Something else', 0, inplace=True)
data.replace('Primary/elementary school', 1, inplace=True)
data.replace('Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)', 2, inplace=True)
data.replace('Some college/university study without earning a degree', 3, inplace=True)
data.replace('Associate degree (A.A., A.S., etc.)', 4, inplace=True)
data.replace('Bachelor’s degree (B.A., B.S., B.Eng., etc.)', 5, inplace=True)
data.replace('Master’s degree (M.A., M.S., M.Eng., MBA, etc.)', 6, inplace=True)
data.replace('Professional degree (JD, MD, Ph.D, Ed.D, etc.)', 7, inplace=True)
/tmp/ipykernel_303674/3333270988.py:9: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`
data.replace('Professional degree (JD, MD, Ph.D, Ed.D, etc.)', 7, inplace=True)
Now let's take a look at our beautiful data!
In [15]:
print(data.head())
Age EdLevel YearsCode YearsCodePro WorkExp CompTotal 1 29.5 5 18.0 9.0 10.0 285000.0 2 49.5 5 27.0 23.0 23.0 250000.0 3 29.5 5 12.0 7.0 7.0 156000.0 6 39.5 3 4.0 3.0 4.0 135000.0 7 29.5 5 5.0 3.0 5.0 80000.0
The plot below corresponds with how much missing data there was for each column. So much missing data!
In [16]:
print(data.isna().sum())
Age 0 EdLevel 0 YearsCode 45 YearsCodePro 100 WorkExp 5440 CompTotal 2710 dtype: int64
Fill in Missing Data:¶
As can be seen in the DataFrame we just got, a lot of values seem to be missing (denoted by "NaN"). Missing data is information that we want to know, but don't. Data isn't very useful if its missing, right? In order to work around this conundrum, we can use the data we have to predict what the missing data should be - using Linear Regression.
Linear regression is a model that assumes there to be a linear relationship between variables and outputs predicted data based on that relationship. There are two kind of Linear Regression - Single Variable (one input, one output), and Multivariate (multiple inputs, one output)
Filling in missing CompTotal data:
Here we will be using multivariate linear regression, using age and education level (EdLevel) as our input and total salary (CompTotal) as our output, the thing we want to predict. With this we will no longer have any "NaN" values in our "CompTotal" column! Nice!
In [17]:
old_data = data.copy()
# Predict missing values for CompTotal based on Age range and EdLevel
X = data[['Age', 'EdLevel']].astype(float)
y = data['CompTotal'].astype(float)
mask = ~(np.isnan(X).any(axis=1) | np.isnan(y))
X, y = X[mask], y[mask]
reg = linear_model.LinearRegression()
reg.fit(X, y)
prediction_data = data.loc[data['CompTotal'].isna()][['Age', 'EdLevel']]
prediction = reg.predict(prediction_data)
data.loc[data['CompTotal'].isna(), 'CompTotal'] = prediction
print(data.to_string())
Age EdLevel YearsCode YearsCodePro WorkExp CompTotal 1 29.5 5 18.0 9.0 10.0 2.850000e+05 2 49.5 5 27.0 23.0 23.0 2.500000e+05 3 29.5 5 12.0 7.0 7.0 1.560000e+05 6 39.5 3 4.0 3.0 4.0 1.350000e+05 7 29.5 5 5.0 3.0 5.0 8.000000e+04 10 29.5 5 14.0 3.0 3.0 1.614936e+05 12 29.5 5 10.0 9.0 9.0 7.500000e+04 13 39.5 6 5.0 0.0 10.0 1.500000e+05 36 59.5 3 33.0 15.0 39.0 1.300000e+05 42 49.5 5 21.0 16.0 NaN 1.650000e+05 43 21.0 3 3.0 2.0 2.0 6.300000e+04 55 49.5 3 35.0 30.0 NaN 6.500000e+04 72 59.5 6 40.0 32.0 NaN 2.032401e+05 100 49.5 6 29.0 24.0 NaN 1.400000e+05 110 29.5 5 12.0 7.0 7.0 1.450000e+05 121 29.5 5 20.0 10.0 15.0 2.009900e+05 130 39.5 5 14.0 12.0 22.0 1.180000e+05 132 21.0 5 4.0 2.0 NaN 1.526172e+05 137 39.5 6 8.0 6.0 NaN 1.500000e+05 153 39.5 6 20.0 20.0 NaN 2.000000e+05 197 39.5 5 30.0 25.0 25.0 1.700000e+05 202 39.5 5 23.0 19.0 19.0 1.100000e+05 203 49.5 5 35.0 27.0 NaN 1.550000e+05 237 59.5 6 45.0 43.0 NaN 1.700000e+05 239 29.5 5 11.0 7.0 9.0 1.200000e+05 243 29.5 6 13.0 10.0 NaN 1.300000e+05 273 29.5 5 11.0 7.0 9.0 2.400000e+05 291 49.5 5 30.0 25.0 30.0 1.500000e+05 295 59.5 5 40.0 33.0 NaN 1.200000e+05 300 65.0 7 48.0 44.0 NaN 2.194017e+05 320 59.5 6 33.0 29.0 32.0 1.540000e+04 345 39.5 5 38.0 22.0 22.0 1.719364e+05 348 49.5 5 33.0 23.0 NaN 1.680000e+05 376 49.5 5 41.0 25.0 25.0 2.950000e+05 396 29.5 5 19.0 11.0 10.0 1.800000e+05 405 59.5 3 20.0 20.0 20.0 4.000000e+05 449 39.5 7 16.0 12.0 NaN 1.670000e+05 459 49.5 5 39.0 4.0 NaN 1.900000e+04 474 39.5 6 22.0 15.0 16.0 1.250000e+05 479 39.5 6 15.0 11.0 11.0 1.750000e+05 499 39.5 6 10.0 2.0 NaN 8.000000e+04 526 29.5 5 17.0 15.0 13.0 2.150000e+05 535 39.5 7 15.0 15.0 NaN 1.200000e+05 536 29.5 6 16.0 14.0 14.0 1.400000e+05 550 39.5 6 4.0 2.0 15.0 9.000000e+04 557 29.5 5 8.0 7.0 7.0 1.659740e+05 563 39.5 5 26.0 9.0 27.0 1.920000e+05 570 39.5 5 18.0 13.0 24.0 2.800000e+05 573 49.5 5 35.0 27.0 27.0 1.450000e+05 590 21.0 2 13.0 2.0 2.0 7.000000e+04 615 39.5 4 25.0 25.0 NaN 1.700000e+05 628 49.5 6 22.0 20.0 NaN 1.500000e+05 634 39.5 5 23.0 19.0 23.0 1.719364e+05 642 29.5 5 7.0 4.0 7.0 1.260000e+05 645 29.5 5 7.0 7.0 7.0 1.614936e+05 651 49.5 7 43.0 28.0 28.0 1.830000e+05 653 39.5 6 17.0 14.0 15.0 1.250000e+05 669 39.5 3 18.0 12.0 13.0 2.000000e+05 677 49.5 5 29.0 25.0 25.0 1.200000e+05 690 39.5 6 12.0 10.0 NaN 1.250000e+05 698 29.5 2 6.0 5.0 5.0 1.700000e+05 700 29.5 4 10.0 8.0 8.0 1.300000e+05 793 21.0 5 3.0 0.0 1.0 7.300000e+04 800 29.5 3 9.0 6.0 15.0 5.000000e+04 809 39.5 0 6.0 3.0 NaN 1.198462e+05 839 49.5 2 30.0 25.0 30.0 1.100000e+05 851 49.5 6 42.0 10.0 33.0 1.927973e+05 872 39.5 5 18.0 15.0 15.0 3.500000e+05 888 59.5 3 42.0 42.0 NaN 1.500000e+05 897 29.5 6 10.0 10.0 13.0 1.650000e+05 940 49.5 3 27.0 27.0 36.0 1.114200e+05 959 49.5 4 30.0 28.0 28.0 1.600000e+05 963 39.5 5 22.0 17.0 22.0 1.480000e+05 968 39.5 3 33.0 15.0 NaN 1.511004e+05 991 39.5 5 26.0 21.0 21.0 1.200000e+05 992 49.5 3 25.0 19.0 20.0 1.200000e+05 998 39.5 4 20.0 14.0 14.0 1.615184e+05 999 49.5 6 29.0 26.0 NaN 2.400000e+05 1009 39.5 6 14.0 10.0 11.0 2.500000e+05 1027 49.5 3 20.0 18.0 18.0 1.615432e+05 1034 39.5 5 17.0 10.0 NaN 1.700000e+05 1043 49.5 5 40.0 31.0 31.0 1.500000e+05 1044 21.0 5 10.0 7.0 NaN 8.000000e+04 1055 39.5 5 15.0 12.0 17.0 1.719364e+05 1057 65.0 7 51.0 51.0 NaN 2.000000e+05 1076 49.5 5 25.0 20.0 20.0 1.823793e+05 1078 29.5 5 20.0 7.0 7.0 1.850000e+05 1084 21.0 5 3.0 1.0 2.0 7.300000e+04 1088 21.0 6 12.0 3.0 3.0 7.200000e+04 1096 49.5 4 43.0 27.0 NaN 1.719612e+05 1101 49.5 5 30.0 25.0 25.0 1.823793e+05 1102 29.5 5 15.0 11.0 11.0 1.614936e+05 1105 21.0 4 10.0 0.0 1.0 5.000000e+04 1107 29.5 3 9.0 5.0 5.0 4.000000e+04 1118 29.5 0 6.0 5.0 5.0 1.100000e+05 1126 39.5 6 16.0 14.0 NaN 1.000000e+05 1134 39.5 3 33.0 23.0 23.0 1.100000e+05 1142 29.5 5 15.0 11.0 12.0 1.250000e+05 1160 59.5 4 45.0 42.0 NaN 2.200000e+04 1161 39.5 5 31.0 17.0 25.0 1.719364e+05 1168 39.5 5 10.0 8.0 8.0 1.700000e+05 1174 29.5 5 9.0 5.0 15.0 1.200000e+05 1177 39.5 5 20.0 12.0 20.0 2.000000e+05 1179 39.5 5 10.0 8.0 NaN 1.500000e+05 1187 29.5 6 10.0 1.0 NaN 7.706200e+04 1191 39.5 5 28.0 17.0 17.0 1.630000e+05 1196 49.5 5 30.0 24.0 24.0 2.350000e+05 1205 29.5 5 11.0 9.0 NaN 3.500000e+05 1210 21.0 5 5.0 1.0 NaN 1.526172e+05 1225 59.5 5 15.0 11.0 15.0 1.300000e+05 1235 39.5 5 4.0 2.0 20.0 9.000000e+04 1255 59.5 5 40.0 36.0 NaN 2.080000e+05 1256 29.5 5 14.0 10.0 10.0 2.350000e+05 1275 29.5 3 13.0 11.0 11.0 1.500000e+05 1289 29.5 6 6.0 2.0 NaN 1.719117e+05 1298 29.5 5 4.0 3.0 3.0 9.200000e+04 1310 29.5 3 10.0 6.0 8.0 7.250000e+04 1315 39.5 5 17.0 15.0 15.0 1.719364e+05 1316 29.5 5 12.0 5.0 5.0 1.200000e+05 1320 59.5 6 40.0 30.0 34.0 2.500000e+05 1322 39.5 5 25.0 12.0 12.0 1.390000e+05 1335 59.5 5 45.0 42.0 45.0 2.500000e+05 1343 29.5 5 22.0 8.0 NaN 1.614936e+05 1351 29.5 5 16.0 6.0 6.0 1.650000e+05 1368 59.5 5 44.0 39.0 NaN 1.440000e+05 1371 59.5 5 27.0 27.0 31.0 2.200000e+05 1378 29.5 5 12.0 9.0 9.0 1.850000e+05 1383 59.5 6 45.0 39.0 40.0 2.032401e+05 1395 49.5 6 37.0 26.0 26.0 2.460000e+05 1419 29.5 5 13.0 11.0 10.0 1.000000e+05 1426 29.5 5 12.0 9.0 9.0 1.300000e+05 1438 49.5 2 42.0 36.0 36.0 1.280000e+05 1439 59.5 5 37.0 33.0 33.0 2.050000e+05 1445 29.5 5 7.0 2.0 2.0 1.170000e+05 1446 29.5 4 16.0 12.0 NaN 1.700000e+05 1456 39.5 7 25.0 15.0 25.0 3.750000e+05 1457 39.5 5 5.0 0.0 1.0 8.500000e+04 1461 39.5 5 25.0 22.0 25.0 1.610000e+05 1462 39.5 4 15.0 15.0 14.0 1.350000e+05 1474 29.5 5 4.0 2.0 2.0 1.050000e+05 1478 39.5 4 20.0 20.0 20.0 2.250000e+05 1491 39.5 2 25.0 8.0 8.0 8.500000e+04 1495 39.5 7 8.0 7.0 8.0 1.720000e+05 1499 59.5 5 45.0 36.0 36.0 1.928221e+05 1504 29.5 5 12.0 8.0 10.0 2.850000e+05 1506 21.0 4 5.0 5.0 5.0 9.400000e+04 1509 39.5 5 11.0 9.0 9.0 1.880000e+05 1516 59.5 3 42.0 39.0 40.0 5.000000e+05 1534 49.5 5 30.0 29.0 30.0 2.000000e+05 1552 39.5 6 15.0 8.0 NaN 1.823545e+05 1566 29.5 5 5.0 5.0 NaN 1.500000e+05 1568 39.5 5 20.0 15.0 15.0 3.500000e+05 1578 49.5 5 33.0 23.0 NaN 7.900000e+04 1585 21.0 5 5.0 1.0 NaN 5.000000e+04 1602 29.5 6 14.0 10.0 NaN 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35.0 27.0 NaN 1.450000e+05 88915 21.0 5 4.0 2.0 NaN 1.800000e+05 88924 39.5 5 25.0 21.0 21.0 1.719364e+05 88926 29.5 6 13.0 10.0 10.0 1.719117e+05 88927 29.5 6 8.0 5.0 NaN 3.530000e+05 88937 29.5 5 11.0 7.0 7.0 2.000000e+05 88942 21.0 2 6.0 3.0 4.0 9.000000e+04 88944 39.5 4 20.0 19.0 20.0 1.615184e+05 88946 39.5 5 19.0 14.0 NaN 1.230000e+05 88961 39.5 1 3.0 2.0 NaN 6.500000e+04 88963 49.5 5 25.0 22.0 NaN 1.823793e+05 88975 21.0 5 5.0 2.0 NaN 1.500000e+05 88980 29.5 3 6.0 3.0 NaN 2.300000e+05 88987 29.5 5 12.0 8.0 8.0 1.452500e+05 88991 29.5 5 10.0 7.0 7.0 1.550000e+05 88996 29.5 5 10.0 5.0 5.0 9.800000e+04 89002 39.5 5 25.0 15.0 24.0 2.000000e+05 89019 29.5 7 7.0 2.0 7.0 1.900000e+05 89024 29.5 6 4.0 1.0 3.0 2.500000e+05 89030 39.5 6 11.0 8.0 8.0 1.400000e+05 89031 29.5 5 20.0 8.0 10.0 1.150000e+05 89036 29.5 5 6.0 3.0 3.0 1.100000e+05 89045 39.5 6 15.0 10.0 10.0 1.670000e+05 89057 29.5 6 10.0 7.0 9.0 1.500000e+05 89061 39.5 5 7.0 7.0 7.0 2.100000e+05 89070 29.5 6 11.0 3.0 1.0 1.110000e+05 89071 59.5 6 39.0 38.0 39.0 2.010000e+05 89072 49.5 6 35.0 30.0 33.0 3.500000e+05 89073 29.5 6 10.0 2.0 1.0 1.719117e+05 89078 21.0 5 10.0 1.0 NaN 1.500000e+05 89081 29.5 5 6.0 5.0 4.0 9.500000e+04 89086 29.5 5 7.0 4.0 5.0 1.823330e+05 89087 39.5 5 33.0 21.0 NaN 1.719364e+05 89091 49.5 7 8.0 5.0 5.0 1.230000e+05 89112 29.5 5 11.0 8.0 8.0 1.870000e+05 89113 39.5 5 20.0 10.0 10.0 2.000000e+05 89118 39.5 5 12.0 5.0 5.0 1.719364e+05 89133 29.5 5 14.0 12.0 14.0 5.000000e+05 89139 29.5 6 13.0 12.0 NaN 2.150000e+05 89140 29.5 5 15.0 1.0 10.0 8.400000e+04 89141 29.5 5 14.0 11.0 11.0 2.500000e+05 89143 29.5 5 12.0 9.0 9.0 9.000000e+04 89145 39.5 5 23.0 12.0 15.0 4.500000e+04 89154 39.5 5 20.0 8.0 8.0 7.500000e+04 89156 29.5 5 12.0 8.0 8.0 1.950000e+05 89175 29.5 5 10.0 8.0 8.0 1.350000e+05 89178 49.5 5 25.0 22.0 22.0 2.120210e+05
Filling in missing WorkExp data:
Once again we will be using multivariate linear regression to predict what our WorkExp values should be. This time we will be using Age, EdLevel, and our new and improved CompTotal (inputs) to predict WorkExp (work experiece). With this we will no longer have any "NaN" values in our "WorkExp" column! Yay! :D
In [18]:
# Predict missing values for WorkExp based on Age range, EdLevel, and CompTotal
X = data[['Age', 'EdLevel', 'CompTotal']].astype(float)
y = data['WorkExp'].astype(float)
mask = ~(np.isnan(X).any(axis=1) | np.isnan(y))
X, y = X[mask], y[mask]
reg = linear_model.LinearRegression()
reg.fit(X, y)
prediction_data = data.loc[data['WorkExp'].isna()][['Age', 'EdLevel', 'CompTotal']]
prediction = reg.predict(prediction_data).astype(int)
data.loc[data['WorkExp'].isna(), 'WorkExp'] = prediction
print(data.to_string())
Age EdLevel YearsCode YearsCodePro WorkExp CompTotal 1 29.5 5 18.0 9.0 10.0 2.850000e+05 2 49.5 5 27.0 23.0 23.0 2.500000e+05 3 29.5 5 12.0 7.0 7.0 1.560000e+05 6 39.5 3 4.0 3.0 4.0 1.350000e+05 7 29.5 5 5.0 3.0 5.0 8.000000e+04 10 29.5 5 14.0 3.0 3.0 1.614936e+05 12 29.5 5 10.0 9.0 9.0 7.500000e+04 13 39.5 6 5.0 0.0 10.0 1.500000e+05 36 59.5 3 33.0 15.0 39.0 1.300000e+05 42 49.5 5 21.0 16.0 24.0 1.650000e+05 43 21.0 3 3.0 2.0 2.0 6.300000e+04 55 49.5 3 35.0 30.0 25.0 6.500000e+04 72 59.5 6 40.0 32.0 32.0 2.032401e+05 100 49.5 6 29.0 24.0 23.0 1.400000e+05 110 29.5 5 12.0 7.0 7.0 1.450000e+05 121 29.5 5 20.0 10.0 15.0 2.009900e+05 130 39.5 5 14.0 12.0 22.0 1.180000e+05 132 21.0 5 4.0 2.0 0.0 1.526172e+05 137 39.5 6 8.0 6.0 15.0 1.500000e+05 153 39.5 6 20.0 20.0 16.0 2.000000e+05 197 39.5 5 30.0 25.0 25.0 1.700000e+05 202 39.5 5 23.0 19.0 19.0 1.100000e+05 203 49.5 5 35.0 27.0 24.0 1.550000e+05 237 59.5 6 45.0 43.0 32.0 1.700000e+05 239 29.5 5 11.0 7.0 9.0 1.200000e+05 243 29.5 6 13.0 10.0 7.0 1.300000e+05 273 29.5 5 11.0 7.0 9.0 2.400000e+05 291 49.5 5 30.0 25.0 30.0 1.500000e+05 295 59.5 5 40.0 33.0 32.0 1.200000e+05 300 65.0 7 48.0 44.0 36.0 2.194017e+05 320 59.5 6 33.0 29.0 32.0 1.540000e+04 345 39.5 5 38.0 22.0 22.0 1.719364e+05 348 49.5 5 33.0 23.0 24.0 1.680000e+05 376 49.5 5 41.0 25.0 25.0 2.950000e+05 396 29.5 5 19.0 11.0 10.0 1.800000e+05 405 59.5 3 20.0 20.0 20.0 4.000000e+05 449 39.5 7 16.0 12.0 15.0 1.670000e+05 459 49.5 5 39.0 4.0 23.0 1.900000e+04 474 39.5 6 22.0 15.0 16.0 1.250000e+05 479 39.5 6 15.0 11.0 11.0 1.750000e+05 499 39.5 6 10.0 2.0 15.0 8.000000e+04 526 29.5 5 17.0 15.0 13.0 2.150000e+05 535 39.5 7 15.0 15.0 14.0 1.200000e+05 536 29.5 6 16.0 14.0 14.0 1.400000e+05 550 39.5 6 4.0 2.0 15.0 9.000000e+04 557 29.5 5 8.0 7.0 7.0 1.659740e+05 563 39.5 5 26.0 9.0 27.0 1.920000e+05 570 39.5 5 18.0 13.0 24.0 2.800000e+05 573 49.5 5 35.0 27.0 27.0 1.450000e+05 590 21.0 2 13.0 2.0 2.0 7.000000e+04 615 39.5 4 25.0 25.0 16.0 1.700000e+05 628 49.5 6 22.0 20.0 23.0 1.500000e+05 634 39.5 5 23.0 19.0 23.0 1.719364e+05 642 29.5 5 7.0 4.0 7.0 1.260000e+05 645 29.5 5 7.0 7.0 7.0 1.614936e+05 651 49.5 7 43.0 28.0 28.0 1.830000e+05 653 39.5 6 17.0 14.0 15.0 1.250000e+05 669 39.5 3 18.0 12.0 13.0 2.000000e+05 677 49.5 5 29.0 25.0 25.0 1.200000e+05 690 39.5 6 12.0 10.0 15.0 1.250000e+05 698 29.5 2 6.0 5.0 5.0 1.700000e+05 700 29.5 4 10.0 8.0 8.0 1.300000e+05 793 21.0 5 3.0 0.0 1.0 7.300000e+04 800 29.5 3 9.0 6.0 15.0 5.000000e+04 809 39.5 0 6.0 3.0 18.0 1.198462e+05 839 49.5 2 30.0 25.0 30.0 1.100000e+05 851 49.5 6 42.0 10.0 33.0 1.927973e+05 872 39.5 5 18.0 15.0 15.0 3.500000e+05 888 59.5 3 42.0 42.0 33.0 1.500000e+05 897 29.5 6 10.0 10.0 13.0 1.650000e+05 940 49.5 3 27.0 27.0 36.0 1.114200e+05 959 49.5 4 30.0 28.0 28.0 1.600000e+05 963 39.5 5 22.0 17.0 22.0 1.480000e+05 968 39.5 3 33.0 15.0 17.0 1.511004e+05 991 39.5 5 26.0 21.0 21.0 1.200000e+05 992 49.5 3 25.0 19.0 20.0 1.200000e+05 998 39.5 4 20.0 14.0 14.0 1.615184e+05 999 49.5 6 29.0 26.0 24.0 2.400000e+05 1009 39.5 6 14.0 10.0 11.0 2.500000e+05 1027 49.5 3 20.0 18.0 18.0 1.615432e+05 1034 39.5 5 17.0 10.0 16.0 1.700000e+05 1043 49.5 5 40.0 31.0 31.0 1.500000e+05 1044 21.0 5 10.0 7.0 0.0 8.000000e+04 1055 39.5 5 15.0 12.0 17.0 1.719364e+05 1057 65.0 7 51.0 51.0 36.0 2.000000e+05 1076 49.5 5 25.0 20.0 20.0 1.823793e+05 1078 29.5 5 20.0 7.0 7.0 1.850000e+05 1084 21.0 5 3.0 1.0 2.0 7.300000e+04 1088 21.0 6 12.0 3.0 3.0 7.200000e+04 1096 49.5 4 43.0 27.0 25.0 1.719612e+05 1101 49.5 5 30.0 25.0 25.0 1.823793e+05 1102 29.5 5 15.0 11.0 11.0 1.614936e+05 1105 21.0 4 10.0 0.0 1.0 5.000000e+04 1107 29.5 3 9.0 5.0 5.0 4.000000e+04 1118 29.5 0 6.0 5.0 5.0 1.100000e+05 1126 39.5 6 16.0 14.0 15.0 1.000000e+05 1134 39.5 3 33.0 23.0 23.0 1.100000e+05 1142 29.5 5 15.0 11.0 12.0 1.250000e+05 1160 59.5 4 45.0 42.0 32.0 2.200000e+04 1161 39.5 5 31.0 17.0 25.0 1.719364e+05 1168 39.5 5 10.0 8.0 8.0 1.700000e+05 1174 29.5 5 9.0 5.0 15.0 1.200000e+05 1177 39.5 5 20.0 12.0 20.0 2.000000e+05 1179 39.5 5 10.0 8.0 16.0 1.500000e+05 1187 29.5 6 10.0 1.0 6.0 7.706200e+04 1191 39.5 5 28.0 17.0 17.0 1.630000e+05 1196 49.5 5 30.0 24.0 24.0 2.350000e+05 1205 29.5 5 11.0 9.0 9.0 3.500000e+05 1210 21.0 5 5.0 1.0 0.0 1.526172e+05 1225 59.5 5 15.0 11.0 15.0 1.300000e+05 1235 39.5 5 4.0 2.0 20.0 9.000000e+04 1255 59.5 5 40.0 36.0 33.0 2.080000e+05 1256 29.5 5 14.0 10.0 10.0 2.350000e+05 1275 29.5 3 13.0 11.0 11.0 1.500000e+05 1289 29.5 6 6.0 2.0 7.0 1.719117e+05 1298 29.5 5 4.0 3.0 3.0 9.200000e+04 1310 29.5 3 10.0 6.0 8.0 7.250000e+04 1315 39.5 5 17.0 15.0 15.0 1.719364e+05 1316 29.5 5 12.0 5.0 5.0 1.200000e+05 1320 59.5 6 40.0 30.0 34.0 2.500000e+05 1322 39.5 5 25.0 12.0 12.0 1.390000e+05 1335 59.5 5 45.0 42.0 45.0 2.500000e+05 1343 29.5 5 22.0 8.0 8.0 1.614936e+05 1351 29.5 5 16.0 6.0 6.0 1.650000e+05 1368 59.5 5 44.0 39.0 32.0 1.440000e+05 1371 59.5 5 27.0 27.0 31.0 2.200000e+05 1378 29.5 5 12.0 9.0 9.0 1.850000e+05 1383 59.5 6 45.0 39.0 40.0 2.032401e+05 1395 49.5 6 37.0 26.0 26.0 2.460000e+05 1419 29.5 5 13.0 11.0 10.0 1.000000e+05 1426 29.5 5 12.0 9.0 9.0 1.300000e+05 1438 49.5 2 42.0 36.0 36.0 1.280000e+05 1439 59.5 5 37.0 33.0 33.0 2.050000e+05 1445 29.5 5 7.0 2.0 2.0 1.170000e+05 1446 29.5 4 16.0 12.0 8.0 1.700000e+05 1456 39.5 7 25.0 15.0 25.0 3.750000e+05 1457 39.5 5 5.0 0.0 1.0 8.500000e+04 1461 39.5 5 25.0 22.0 25.0 1.610000e+05 1462 39.5 4 15.0 15.0 14.0 1.350000e+05 1474 29.5 5 4.0 2.0 2.0 1.050000e+05 1478 39.5 4 20.0 20.0 20.0 2.250000e+05 1491 39.5 2 25.0 8.0 8.0 8.500000e+04 1495 39.5 7 8.0 7.0 8.0 1.720000e+05 1499 59.5 5 45.0 36.0 36.0 1.928221e+05 1504 29.5 5 12.0 8.0 10.0 2.850000e+05 1506 21.0 4 5.0 5.0 5.0 9.400000e+04 1509 39.5 5 11.0 9.0 9.0 1.880000e+05 1516 59.5 3 42.0 39.0 40.0 5.000000e+05 1534 49.5 5 30.0 29.0 30.0 2.000000e+05 1552 39.5 6 15.0 8.0 15.0 1.823545e+05 1566 29.5 5 5.0 5.0 7.0 1.500000e+05 1568 39.5 5 20.0 15.0 15.0 3.500000e+05 1578 49.5 5 33.0 23.0 24.0 7.900000e+04 1585 21.0 5 5.0 1.0 0.0 5.000000e+04 1602 29.5 6 14.0 10.0 8.0 2.380000e+05 1603 29.5 7 17.0 8.0 7.0 1.200000e+05 1605 39.5 5 11.0 6.0 6.0 7.500000e+04 1625 39.5 4 30.0 7.0 16.0 1.615184e+05 1630 39.5 5 6.0 5.0 5.0 8.000000e+04 1632 49.5 5 35.0 35.0 24.0 1.250000e+05 1640 29.5 5 8.0 5.0 5.0 1.450000e+05 1645 59.5 5 42.0 38.0 42.0 1.928221e+05 1656 39.5 5 20.0 17.0 17.0 1.400000e+05 1663 49.5 6 4.0 4.0 4.0 1.170000e+05 1666 29.5 5 9.0 0.0 1.0 6.186800e+04 1670 39.5 5 17.0 14.0 16.0 1.750000e+05 1671 29.5 5 12.0 8.0 7.0 7.500000e+04 1683 39.5 5 12.0 11.0 11.0 1.680000e+05 1684 29.5 6 6.0 3.0 7.0 1.719117e+05 1698 39.5 6 12.0 10.0 20.0 1.823545e+05 1699 39.5 1 17.0 15.0 17.0 1.300000e+05 1707 59.5 6 45.0 40.0 40.0 1.850000e+05 1713 29.5 5 15.0 10.0 10.0 1.700000e+05 1733 49.5 3 30.0 6.0 6.0 1.650000e+05 1737 39.5 5 23.0 16.0 16.0 1.680000e+05 1739 29.5 5 8.0 2.0 7.0 1.300000e+05 1752 29.5 5 12.0 10.0 10.0 8.000000e+04 1756 39.5 5 15.0 11.0 15.0 1.170000e+05 1761 39.5 5 19.0 23.0 20.0 1.500000e+05 1764 39.5 5 24.0 15.0 24.0 3.999900e+04 1769 29.5 5 14.0 8.0 8.0 1.100000e+05 1771 39.5 3 20.0 15.0 20.0 2.750000e+05 1775 49.5 5 25.0 20.0 37.0 1.380000e+05 1777 29.5 6 9.0 7.0 7.0 1.030000e+05 1789 21.0 5 6.0 3.0 0.0 8.200000e+04 1791 39.5 3 20.0 4.0 25.0 1.200000e+05 1793 29.5 5 10.0 6.0 8.0 1.614936e+05 1804 49.5 5 24.0 22.0 25.0 2.250000e+05 1805 29.5 6 16.0 5.0 6.0 1.150000e+05 1807 29.5 6 14.0 8.0 7.0 1.750000e+05 1808 39.5 4 25.0 23.0 16.0 8.500000e+04 1811 39.5 5 20.0 16.0 16.0 1.550000e+05 1824 39.5 6 25.0 23.0 23.0 2.350000e+05 1839 39.5 5 8.0 4.0 16.0 1.600000e+05 1842 59.5 5 24.0 24.0 32.0 1.350000e+05 1853 39.5 5 20.0 17.0 20.0 1.719364e+05 1857 49.5 6 40.0 33.0 29.0 1.000000e+06 1858 49.5 3 26.0 26.0 26.0 2.000000e+05 1873 29.5 5 13.0 8.0 8.0 2.000000e+05 1881 39.5 5 25.0 20.0 20.0 8.300000e+04 1889 29.5 4 2.0 0.0 8.0 1.600000e+05 1891 29.5 5 14.0 10.0 14.0 1.750000e+05 1897 39.5 5 18.0 16.0 16.0 1.300000e+05 1921 59.5 5 43.0 40.0 36.0 1.928221e+05 1936 29.5 5 8.0 2.0 5.0 8.500000e+04 1940 29.5 5 20.0 10.0 8.0 2.500000e+05 1942 39.5 6 15.0 13.0 13.0 2.000000e+05 1947 21.0 5 7.0 2.0 0.0 7.600000e+04 1962 29.5 3 9.0 4.0 4.0 9.360000e+04 1968 29.5 3 15.0 12.0 15.0 1.380000e+05 1984 49.5 5 48.0 33.0 35.0 1.800000e+05 1989 39.5 7 10.0 3.0 3.0 1.100000e+05 2000 49.5 6 8.0 4.0 6.0 1.380000e+05 2003 29.5 5 8.0 4.0 7.0 9.400000e+04 2005 29.5 3 20.0 7.0 17.0 1.500000e+05 2006 39.5 3 13.0 13.0 18.0 2.500000e+05 2008 49.5 5 30.0 30.0 24.0 1.823793e+05 2010 29.5 5 15.0 7.0 7.0 1.620000e+05 2014 39.5 6 23.0 18.0 18.0 1.700000e+05 2017 21.0 3 7.0 5.0 5.0 1.500000e+05 2036 49.5 6 30.0 30.0 30.0 1.200000e+05 2040 21.0 4 4.0 3.0 3.0 6.000000e+04 2047 39.5 5 25.0 17.0 16.0 2.000000e+05 2052 39.5 5 3.0 2.0 16.0 1.460000e+05 2060 29.5 5 8.0 4.0 4.0 1.000000e+05 2069 49.5 4 40.0 26.0 26.0 1.680000e+05 2075 39.5 5 22.0 19.0 19.0 1.250000e+05 2081 29.5 5 13.0 6.0 7.0 1.400000e+05 2087 59.5 5 12.0 12.0 35.0 1.300000e+05 2089 49.5 6 38.0 27.0 27.0 2.040000e+05 2103 39.5 5 16.0 22.0 22.0 1.200000e+05 2108 49.5 3 27.0 27.0 30.0 1.350000e+05 2112 39.5 5 4.0 3.0 16.0 1.250000e+05 2135 39.5 6 34.0 15.0 20.0 2.000000e+05 2136 49.5 6 39.0 36.0 36.0 1.500000e+05 2138 49.5 5 30.0 27.0 24.0 1.260000e+05 2144 39.5 5 27.0 17.0 17.0 1.500000e+05 2153 39.5 5 23.0 20.0 16.0 1.719364e+05 2155 29.5 6 7.0 3.0 7.0 6.695000e+04 2166 29.5 5 10.0 5.0 5.0 6.500000e+04 2170 59.5 6 40.0 33.0 32.0 1.900000e+05 2173 49.5 5 25.0 25.0 25.0 2.250000e+05 2180 21.0 5 3.0 0.0 0.0 7.500000e+04 2182 49.5 5 42.0 30.0 30.0 3.500000e+05 2183 29.5 5 13.0 9.0 9.0 4.500000e+05 2191 29.5 5 15.0 8.0 8.0 1.300000e+05 2193 39.5 5 14.0 12.0 12.0 2.200000e+05 2194 49.5 3 42.0 29.0 25.0 1.615432e+05 2204 21.0 5 11.0 2.0 2.0 1.000000e+05 2206 21.0 6 8.0 5.0 0.0 1.630353e+05 2224 49.5 5 30.0 24.0 30.0 1.700000e+05 2230 29.5 5 10.0 4.0 7.0 1.200000e+05 2231 29.5 5 7.0 7.0 7.0 1.350000e+05 2232 59.5 5 36.0 33.0 36.0 2.150000e+05 2246 29.5 3 10.0 7.0 7.0 1.300000e+05 2268 59.5 5 23.0 23.0 32.0 1.320000e+05 2270 29.5 7 22.0 15.0 15.0 9.000000e+04 2276 39.5 5 20.0 13.0 13.0 2.500000e+05 2286 39.5 6 21.0 17.0 17.0 2.000000e+05 2311 39.5 6 28.0 12.0 20.0 1.200000e+05 2316 59.5 7 36.0 32.0 36.0 2.000000e+05 2317 49.5 6 25.0 25.0 35.0 2.000000e+05 2326 39.5 5 15.0 11.0 11.0 1.000000e+05 2331 49.5 5 28.0 23.0 23.0 1.600000e+05 2334 29.5 5 17.0 11.0 12.0 9.000000e+04 2335 39.5 5 23.0 13.0 13.0 2.160000e+05 2340 29.5 5 8.0 6.0 6.0 1.520000e+05 2344 49.5 6 45.0 28.0 28.0 1.350000e+05 2346 29.5 6 15.0 7.0 7.0 2.400000e+05 2358 39.5 5 23.0 18.0 18.0 2.300000e+05 2360 21.0 3 11.0 3.0 6.0 6.000000e+04 2363 29.5 5 9.0 6.0 6.0 1.121400e+05 2364 29.5 4 20.0 14.0 14.0 1.500000e+05 2366 21.0 6 10.0 3.0 3.0 1.400000e+05 2371 59.5 3 36.0 36.0 33.0 1.400000e+05 2372 39.5 4 13.0 11.0 16.0 4.500000e+04 2380 59.5 5 20.0 20.0 33.0 1.928221e+05 2383 65.0 5 48.0 44.0 37.0 1.000000e+05 2386 29.5 5 11.0 7.0 7.0 1.260000e+05 2395 21.0 5 5.0 1.0 2.0 9.100000e+04 2396 39.5 3 11.0 10.0 18.0 2.500000e+05 2410 29.5 5 11.0 7.0 7.0 1.320000e+05 2412 39.5 6 25.0 10.0 23.0 1.900000e+05 2416 39.5 6 6.0 5.0 5.0 2.000000e+05 2430 39.5 6 23.0 20.0 15.0 1.650000e+05 2438 29.5 5 8.0 6.0 7.0 1.500000e+05 2441 39.5 5 11.0 9.0 20.0 9.300000e+04 2443 49.5 5 35.0 24.0 30.0 2.500000e+05 2444 39.5 6 31.0 18.0 18.0 9.000000e+04 2446 39.5 6 27.0 20.0 17.0 1.850000e+05 2449 39.5 5 3.0 0.0 1.0 7.500000e+04 2453 39.5 4 11.0 8.0 8.0 1.700000e+05 2458 49.5 5 28.0 24.0 25.0 1.250000e+05 2468 21.0 5 6.0 1.0 1.0 2.000000e+05 2473 39.5 5 7.0 7.0 16.0 1.719364e+05 2477 29.5 3 8.0 7.0 12.0 9.800000e+04 2481 29.5 5 11.0 10.0 10.0 1.000000e+05 2485 29.5 3 15.0 11.0 11.0 1.640000e+05 2488 21.0 2 7.0 3.0 2.0 1.213631e+05 2490 65.0 6 42.0 42.0 42.0 1.800000e+05 2492 39.5 5 13.0 10.0 16.0 1.550000e+05 2498 29.5 5 10.0 7.0 7.0 1.614936e+05 2502 39.5 5 15.0 12.0 15.0 6.800000e+04 2504 39.5 5 17.0 13.0 16.0 1.719364e+05 2505 29.5 5 10.0 7.0 8.0 1.040000e+05 2512 39.5 5 7.0 NaN 7.0 1.650000e+05 2513 29.5 6 12.0 6.0 6.0 7.500000e+04 2517 29.5 5 10.0 9.0 9.0 1.860000e+05 2518 29.5 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35.0 25.0 26.0 2.500000e+05 2902 29.5 5 12.0 9.0 8.0 3.000000e+05 2905 29.5 6 16.0 3.0 3.0 1.250000e+05 2909 49.5 5 30.0 23.0 25.0 2.300000e+05 2910 39.5 5 20.0 14.0 18.0 5.500000e+05 2914 49.5 5 37.0 16.0 28.0 1.400000e+05 2919 49.5 5 29.0 18.0 18.0 1.050000e+05 2920 39.5 5 15.0 12.0 12.0 1.100000e+05 2922 39.5 5 22.0 12.0 18.0 4.920000e+05 2924 29.5 3 12.0 9.0 9.0 2.000000e+05 2927 29.5 5 15.0 10.0 10.0 1.350000e+05 2931 49.5 5 19.0 17.0 23.0 5.000000e+04 2933 39.5 5 17.0 15.0 15.0 1.540000e+05 2936 49.5 3 30.0 24.0 38.0 1.800000e+05 2937 29.5 5 7.0 3.0 7.0 6.500000e+04 2943 29.5 5 10.0 5.0 7.0 1.460000e+05 2946 29.5 6 9.0 2.0 7.0 1.320000e+05 2947 29.5 5 5.0 3.0 8.0 1.631160e+05 2953 39.5 3 30.0 23.0 17.0 1.600000e+05 2954 49.5 2 25.0 25.0 25.0 1.300000e+05 2956 39.5 5 13.0 10.0 10.0 1.300000e+05 2959 49.5 5 25.0 24.0 24.0 1.823793e+05 2960 29.5 5 10.0 7.0 10.0 1.900000e+05 2964 29.5 5 13.0 9.0 9.0 2.650000e+05 2971 39.5 6 17.0 10.0 15.0 1.823545e+05 2972 65.0 7 51.0 25.0 36.0 1.200000e+05 2974 29.5 6 9.0 0.0 6.0 8.000000e+04 2977 29.5 7 16.0 13.0 13.0 9.000000e+04 2979 39.5 6 33.0 26.0 23.0 1.823545e+05 2985 49.5 6 38.0 22.0 23.0 1.200000e+05 2987 39.5 5 18.0 13.0 13.0 8.500000e+04 2989 0.0 5 23.0 20.0 20.0 1.306873e+05 2993 29.5 3 15.0 10.0 15.0 8.000000e+04 3002 29.5 4 10.0 6.0 6.0 6.500000e+04 3006 29.5 6 7.0 3.0 3.0 9.600000e+04 3010 49.5 2 18.0 18.0 26.0 1.700000e+05 3018 49.5 3 40.0 23.0 23.0 3.000000e+05 3024 29.5 5 9.0 8.0 7.0 1.090000e+05 3027 39.5 5 22.0 19.0 18.0 1.140000e+05 3038 39.5 1 23.0 17.0 18.0 1.302643e+05 3040 39.5 5 27.0 19.0 19.0 4.500000e+05 3041 21.0 6 7.0 3.0 3.0 1.370000e+05 3043 21.0 4 3.0 2.0 0.0 6.760000e+04 3056 39.5 5 25.0 17.0 25.0 1.200000e+05 3063 39.5 6 22.0 8.0 15.0 1.823545e+05 3070 29.5 2 10.0 3.0 3.0 6.200000e+04 3072 29.5 4 10.0 9.0 19.0 8.350000e+04 3073 39.5 5 13.0 13.0 20.0 1.750000e+05 3074 29.5 5 7.0 6.0 6.0 1.500000e+05 3075 29.5 6 8.0 3.0 2.0 1.200000e+05 3107 29.5 5 10.0 6.0 10.0 2.180000e+05 3112 29.5 5 7.0 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17.0 17.0 2.300000e+05 20178 29.5 2 3.0 1.0 9.0 6.500000e+04 20201 59.5 3 39.0 39.0 35.0 4.000000e+05 20232 29.5 6 9.0 4.0 7.0 1.719117e+05 20242 29.5 5 10.0 6.0 6.0 1.120000e+05 20244 39.5 5 17.0 15.0 17.0 9.550000e+04 20281 49.5 3 28.0 25.0 25.0 1.800000e+05 20324 29.5 6 7.0 2.0 2.0 9.360000e+04 20333 49.5 6 20.0 17.0 24.0 2.500000e+05 20361 39.5 5 20.0 15.0 16.0 1.150000e+05 20380 59.5 0 43.0 30.0 35.0 1.407318e+05 20382 29.5 5 3.0 3.0 4.0 1.460000e+05 20410 49.5 3 28.0 12.0 25.0 1.615432e+05 20443 29.5 7 20.0 1.0 7.0 1.823297e+05 20488 29.5 5 9.0 5.0 7.0 1.250000e+05 20509 29.5 5 4.0 2.0 2.0 9.500000e+04 20575 59.5 3 41.0 41.0 41.0 1.650000e+05 20601 29.5 5 14.0 10.0 8.0 1.614936e+05 20611 29.5 5 9.0 8.0 9.0 1.550000e+05 20637 29.5 4 10.0 9.0 10.0 1.750000e+05 20648 29.5 5 13.0 4.0 7.0 8.200000e+04 20683 21.0 5 12.0 2.0 2.0 1.200000e+05 20702 39.5 5 24.0 20.0 20.0 1.000000e+05 20740 29.5 3 12.0 4.0 8.0 1.100000e+05 20750 49.5 5 27.0 17.0 24.0 1.800000e+05 20799 39.5 5 15.0 11.0 16.0 1.400000e+05 20806 21.0 5 8.0 5.0 10.0 1.526172e+05 20811 39.5 5 17.0 14.0 17.0 1.400000e+05 20821 29.5 5 17.0 11.0 11.0 1.870000e+05 20837 29.5 6 15.0 5.0 8.0 1.800000e+05 20864 29.5 5 13.0 9.0 9.0 1.040000e+05 20922 29.5 5 7.0 2.0 3.0 1.614936e+05 20986 29.5 5 13.0 10.0 8.0 3.050000e+05 21003 29.5 5 11.0 8.0 11.0 1.614936e+05 21028 29.5 5 7.0 1.0 7.0 7.300000e+04 21032 39.5 6 28.0 24.0 15.0 1.823545e+05 21042 39.5 5 8.0 5.0 16.0 1.400000e+05 21070 29.5 5 18.0 13.0 13.0 3.000000e+05 21106 65.0 3 30.0 28.0 38.0 1.777295e+05 21107 39.5 4 14.0 14.0 16.0 1.800000e+05 21123 39.5 6 11.0 8.0 15.0 1.823545e+05 21150 21.0 3 13.0 2.0 2.0 1.317811e+05 21184 49.5 2 15.0 15.0 26.0 1.511251e+05 21223 29.5 5 10.0 NaN 5.0 3.000000e+05 21236 39.5 5 22.0 17.0 17.0 1.400000e+05 21252 29.5 6 5.0 0.0 7.0 1.400000e+05 21320 49.5 5 18.0 16.0 25.0 3.400000e+05 21321 39.5 6 30.0 5.0 20.0 1.150000e+05 21351 39.5 2 25.0 25.0 16.0 0.000000e+00 21355 39.5 5 8.0 6.0 14.0 8.000000e+04 21392 59.5 3 39.0 39.0 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1.450000e+05 26123 39.5 3 25.0 20.0 20.0 1.830000e+05 26124 29.5 5 8.0 7.0 7.0 1.000000e+05 26127 29.5 6 14.0 5.0 5.0 1.280000e+05 26129 29.5 3 5.0 1.0 9.0 1.406575e+05 26130 29.5 5 12.0 9.0 7.0 1.100000e+05 26132 39.5 5 25.0 16.0 16.0 1.600000e+05 26133 65.0 3 35.0 35.0 35.0 8.000000e+04 26134 29.5 5 6.0 3.0 4.0 8.000000e+04 26135 39.5 5 12.0 12.0 12.0 1.100000e+05 26137 49.5 5 32.0 7.0 24.0 1.950000e+05 26138 29.5 5 5.0 3.0 3.0 1.300000e+05 26139 29.5 2 15.0 10.0 10.0 5.250000e+05 26141 29.5 6 20.0 17.0 7.0 1.719117e+05 26144 29.5 3 5.0 4.0 4.0 1.820000e+05 26145 29.5 5 14.0 5.0 7.0 8.500000e+04 26147 29.5 3 15.0 13.0 20.0 1.500000e+05 26148 29.5 2 4.0 4.0 12.0 1.450000e+05 26151 29.5 5 8.0 6.0 7.0 8.500000e+04 26153 49.5 5 25.0 25.0 24.0 1.823793e+05 26154 0.0 5 26.0 19.0 19.0 1.306873e+05 26155 29.5 5 8.0 8.0 7.0 1.400000e+05 26156 39.5 5 23.0 15.0 15.0 5.500000e+05 26158 29.5 0 8.0 7.0 7.0 1.350000e+05 26161 29.5 5 13.0 11.0 11.0 8.500000e+04 26165 49.5 3 35.0 26.0 26.0 2.250000e+05 26166 59.5 5 40.0 34.0 34.0 1.250000e+05 26170 29.5 4 10.0 9.0 8.0 9.000000e+04 26171 39.5 5 20.0 16.0 16.0 1.470000e+05 26172 29.5 5 10.0 6.0 7.0 1.000000e+05 26173 29.5 5 11.0 7.0 11.0 7.800000e+04 26175 29.5 5 11.0 8.0 8.0 1.540000e+05 26176 39.5 6 20.0 15.0 15.0 1.823545e+05 26179 39.5 3 21.0 18.0 17.0 1.800000e+05 26180 29.5 5 10.0 6.0 8.0 1.614936e+05 26181 39.5 6 10.0 8.0 18.0 1.050000e+05 26183 49.5 5 28.0 28.0 28.0 1.850000e+05 26185 29.5 5 14.0 9.0 8.0 1.600000e+05 26193 65.0 5 43.0 8.0 37.0 1.985656e+05 26194 59.5 5 35.0 31.0 34.0 3.700000e+05 26196 29.5 5 13.0 9.0 2.0 8.840000e+04 26197 29.5 6 5.0 4.0 7.0 8.500000e+04 26200 65.0 5 43.0 40.0 37.0 1.200000e+05 26201 21.0 5 8.0 2.0 2.0 1.526172e+05 26202 49.5 5 30.0 25.0 24.0 1.823793e+05 26203 39.5 3 20.0 18.0 23.0 2.500000e+05 26204 29.5 5 13.0 5.0 5.0 8.400000e+04 26205 39.5 3 21.0 13.0 17.0 1.511004e+05 26206 29.5 5 2.0 0.0 7.0 9.400000e+04 26207 65.0 6 51.0 51.0 36.0 7.270000e+04 26208 49.5 5 25.0 23.0 23.0 1.700000e+05 26211 39.5 5 20.0 13.0 13.0 2.500000e+05 26213 39.5 3 23.0 16.0 16.0 2.100000e+05 26215 39.5 5 15.0 13.0 16.0 1.400000e+05 26218 49.5 6 30.0 20.0 24.0 2.700000e+05 26222 29.5 6 20.0 6.0 9.0 4.500000e+05 26223 29.5 5 15.0 10.0 8.0 1.600000e+05 26230 29.5 5 7.0 3.0 3.0 9.600000e+04 26232 29.5 5 8.0 5.0 5.0 1.450000e+05 26233 29.5 5 15.0 7.0 7.0 1.360000e+05 26234 49.5 6 40.0 28.0 28.0 6.000000e+05 26238 39.5 5 15.0 10.0 10.0 1.050000e+05 26240 39.5 5 17.0 10.0 10.0 1.800000e+05 26241 29.5 5 12.0 5.0 7.0 1.085000e+05 26242 39.5 5 5.0 3.0 5.0 1.719364e+05 26243 29.5 5 7.0 4.0 7.0 1.700000e+05 26245 29.5 3 19.0 11.0 11.0 1.406575e+05 26249 59.5 6 41.0 28.0 31.0 1.800000e+05 26250 29.5 5 12.0 9.0 12.0 2.340000e+05 26253 39.5 4 21.0 15.0 16.0 1.000000e+05 26254 49.5 3 37.0 27.0 25.0 1.300000e+05 26255 39.5 5 22.0 17.0 17.0 1.240000e+05 26259 29.5 5 3.0 3.0 5.0 5.540000e+04 26263 29.5 5 4.0 2.0 1.0 9.000000e+04 26266 39.5 5 15.0 13.0 14.0 1.650000e+05 26268 29.5 5 12.0 10.0 10.0 1.290000e+05 26269 21.0 5 8.0 4.0 4.0 1.200000e+05 26273 59.5 5 28.0 25.0 25.0 1.928221e+05 26275 29.5 5 7.0 6.0 6.0 1.650000e+05 26280 39.5 3 15.0 12.0 12.0 1.650000e+05 26283 29.5 5 13.0 13.0 13.0 1.800000e+05 26284 29.5 5 14.0 8.0 8.0 3.500000e+05 26289 59.5 5 42.0 36.0 36.0 1.174200e+05 26290 39.5 5 20.0 16.0 16.0 1.800000e+05 26293 59.5 6 22.0 22.0 32.0 2.032401e+05 26294 39.5 4 30.0 25.0 25.0 1.500000e+05 26295 29.5 6 15.0 1.0 1.0 9.000000e+04 26296 39.5 5 24.0 21.0 16.0 1.719364e+05 26297 29.5 5 14.0 7.0 8.0 1.614936e+05 26298 39.5 5 16.0 16.0 16.0 1.850000e+05 26300 21.0 5 7.0 4.0 3.0 7.350000e+04 26303 59.5 5 23.0 23.0 32.0 8.800000e+04 26305 29.5 5 14.0 11.0 11.0 1.614936e+05 26307 29.5 6 12.0 7.0 4.0 1.100000e+05 26310 21.0 5 6.0 2.0 2.0 7.000000e+04 26314 39.5 5 23.0 19.0 19.0 1.070000e+05 26315 39.5 5 28.0 18.0 16.0 1.719364e+05 26316 49.5 6 25.0 22.0 24.0 2.520000e+05 26317 29.5 5 12.0 8.0 8.0 1.614936e+05 26322 39.5 5 38.0 22.0 22.0 4.000000e+05 26326 21.0 5 5.0 2.0 0.0 1.526172e+05 26328 49.5 5 27.0 25.0 24.0 1.823793e+05 26331 29.5 5 6.0 6.0 6.0 1.800000e+05 26332 39.5 6 27.0 19.0 19.0 1.823545e+05 26335 39.5 5 17.0 15.0 15.0 1.500000e+05 26337 49.5 6 36.0 15.0 24.0 1.927973e+05 26339 39.5 6 16.0 12.0 16.0 1.950000e+05 26344 49.5 3 25.0 24.0 25.0 1.650000e+05 26345 29.5 6 9.0 8.0 10.0 5.500000e+05 26347 49.5 5 37.0 19.0 25.0 1.250000e+05 26348 29.5 5 13.0 10.0 10.0 2.500000e+05 26350 59.5 5 42.0 42.0 42.0 1.080000e+05 26352 49.5 5 35.0 30.0 30.0 1.823793e+05 26358 39.5 5 20.0 NaN 16.0 1.200000e+05 26359 29.5 4 10.0 7.0 7.0 1.100000e+05 26360 29.5 6 15.0 4.0 7.0 1.719117e+05 26361 59.5 5 45.0 42.0 32.0 1.400000e+05 26362 39.5 5 23.0 19.0 20.0 1.300000e+05 26371 39.5 6 13.0 13.0 13.0 2.100000e+05 26375 49.5 3 15.0 13.0 15.0 1.933200e+05 26377 29.5 3 2.0 1.0 8.0 8.000000e+04 26378 29.5 5 11.0 7.0 7.0 2.012500e+05 26379 29.5 4 8.0 6.0 8.0 1.350000e+05 26383 39.5 6 12.0 NaN 26.0 1.470000e+05 26384 39.5 5 30.0 11.0 22.0 7.000000e+04 26389 29.5 5 9.0 5.0 5.0 2.500000e+05 26391 39.5 5 24.0 20.0 20.0 2.050000e+05 26393 29.5 5 11.0 8.0 8.0 1.600000e+05 26397 39.5 6 11.0 7.0 15.0 1.300000e+05 26398 49.5 5 25.0 20.0 25.0 1.200000e+05 26399 39.5 5 15.0 10.0 16.0 1.750000e+05 26400 29.5 5 6.0 2.0 7.0 1.350000e+05 26401 49.5 6 20.0 20.0 20.0 2.700000e+02 26402 29.5 5 9.0 5.0 3.0 7.500000e+04 26403 39.5 0 25.0 18.0 20.0 1.300000e+05 26408 39.5 5 24.0 20.0 20.0 2.400000e+05 26409 65.0 6 50.0 NaN 37.0 2.089837e+05 26410 29.5 5 17.0 12.0 12.0 1.956200e+05 26411 29.5 5 16.0 13.0 16.0 2.500000e+05 26412 65.0 7 39.0 39.0 40.0 1.440000e+05 26414 59.5 5 40.0 34.0 33.0 1.928221e+05 26415 21.0 5 10.0 2.0 2.0 8.500000e+04 26419 49.5 5 20.0 18.0 24.0 1.500000e+05 26421 39.5 5 28.0 18.0 16.0 1.650000e+05 26429 39.5 4 13.0 9.0 9.0 1.130000e+05 26432 49.5 6 35.0 30.0 30.0 1.927973e+05 26433 21.0 5 10.0 1.0 1.0 1.000000e+05 26434 39.5 5 18.0 14.0 14.0 1.330000e+05 26435 21.0 5 7.0 3.0 3.0 1.040000e+05 26437 29.5 5 10.0 7.0 7.0 1.600000e+05 26438 29.5 5 10.0 4.0 8.0 1.770000e+05 26439 39.5 3 27.0 25.0 25.0 1.500000e+05 26442 59.5 5 40.0 38.0 38.0 1.872000e+05 26443 29.5 2 12.0 10.0 9.0 1.650000e+05 26444 59.5 5 42.0 35.0 33.0 2.250000e+05 26446 29.5 5 15.0 9.0 9.0 1.100000e+05 26447 39.5 7 11.0 11.0 15.0 1.900000e+05 26452 59.5 5 42.0 43.0 43.0 3.033500e+05 26453 49.5 5 25.0 21.0 21.0 1.650000e+05 26454 59.5 5 45.0 35.0 46.0 1.500000e+05 26456 29.5 5 8.0 4.0 4.0 1.200000e+05 26459 49.5 3 27.0 27.0 27.0 1.800000e+05 26463 49.5 5 20.0 15.0 24.0 7.000000e+04 26468 39.5 6 10.0 7.0 10.0 1.200000e+05 26470 59.5 3 45.0 28.0 33.0 9.500000e+04 26472 29.5 5 15.0 10.0 11.0 1.900000e+05 26473 49.5 6 34.0 30.0 24.0 2.000000e+05 26474 39.5 5 26.0 20.0 16.0 1.719364e+05 26477 49.5 6 20.0 15.0 22.0 1.400000e+05 26482 29.5 5 13.0 10.0 10.0 1.390000e+05 26483 21.0 4 10.0 1.0 1.0 1.421992e+05 26486 29.5 5 10.0 6.0 7.0 8.500000e+04 26488 39.5 5 8.0 7.0 17.0 1.719364e+05 26490 29.5 5 11.0 4.0 4.0 8.236200e+04 26491 39.5 5 12.0 12.0 12.0 1.600000e+05 26499 49.5 6 25.0 21.0 25.0 1.927973e+05 26500 29.5 5 9.0 5.0 5.0 2.550000e+05 26503 21.0 3 3.0 0.0 5.0 3.850000e+04 26505 29.5 6 16.0 10.0 7.0 1.850000e+05 26506 49.5 6 40.0 28.0 29.0 4.000000e+05 26507 39.5 4 23.0 20.0 23.0 1.580000e+05 26508 39.5 5 35.0 22.0 28.0 1.719364e+05 26510 39.5 5 21.0 18.0 18.0 1.719364e+05 26516 59.5 5 40.0 33.0 33.0 7.670000e+04 26518 49.5 3 40.0 30.0 25.0 1.615432e+05 26519 29.5 3 7.0 5.0 5.0 1.406575e+05 26520 49.5 4 25.0 20.0 25.0 1.500000e+05 26524 39.5 3 14.0 13.0 17.0 1.000000e+05 26530 65.0 6 51.0 50.0 37.0 2.089837e+05 26533 39.5 4 20.0 15.0 15.0 1.250000e+05 26535 29.5 5 17.0 11.0 11.0 1.350000e+05 26537 39.5 5 27.0 19.0 19.0 2.230000e+05 26545 39.5 6 24.0 15.0 20.0 1.200000e+05 26546 59.5 5 35.0 32.0 32.0 1.650000e+05 26550 39.5 5 15.0 11.0 16.0 1.970000e+05 26552 49.5 3 26.0 22.0 26.0 2.120000e+05 26554 39.5 7 17.0 10.0 15.0 1.520000e+05 26556 29.5 5 5.0 2.0 7.0 1.100000e+05 26557 39.5 5 5.0 4.0 15.0 1.150000e+05 26558 59.5 5 27.0 25.0 27.0 1.500000e+05 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1.540000e+05 26617 29.5 5 11.0 8.0 8.0 2.150000e+05 26622 29.5 5 4.0 2.0 2.0 7.100000e+04 26623 49.5 5 40.0 30.0 32.0 1.823793e+05 26625 29.5 5 5.0 3.0 5.0 1.614936e+05 26627 59.5 6 11.0 8.0 8.0 9.600000e+04 26628 29.5 5 17.0 13.0 7.0 6.000000e+04 26633 49.5 5 23.0 23.0 23.0 1.300000e+05 26641 29.5 5 4.0 2.0 7.0 1.210000e+05 26643 29.5 5 18.0 12.0 12.0 1.280000e+05 26644 59.5 5 30.0 24.0 32.0 1.540000e+05 26645 29.5 6 8.0 9.0 8.0 1.250000e+05 26647 39.5 5 26.0 13.0 16.0 1.200000e+05 26648 29.5 5 13.0 9.0 7.0 1.200000e+05 26652 29.5 6 7.0 5.0 6.0 1.000000e+05 26653 59.5 5 42.0 35.0 32.0 1.750000e+05 26655 49.5 5 25.0 20.0 25.0 1.750000e+05 26658 49.5 5 15.0 12.0 12.0 1.100000e+05 26659 29.5 5 10.0 7.0 7.0 1.500000e+05 26661 39.5 5 22.0 13.0 13.0 1.719364e+05 26663 21.0 3 7.0 3.0 3.0 3.000000e+04 26664 49.5 5 32.0 26.0 29.0 2.150000e+05 26670 21.0 5 6.0 1.0 0.0 1.526172e+05 26674 39.5 6 30.0 20.0 15.0 1.823545e+05 26675 21.0 5 9.0 3.0 3.0 1.526172e+05 26676 39.5 3 13.0 13.0 16.0 2.109800e+05 26679 39.5 6 20.0 15.0 15.0 1.900000e+05 26680 21.0 5 5.0 1.0 1.0 8.000000e+04 26682 65.0 5 40.0 35.0 37.0 1.985656e+05 26683 49.5 6 24.0 22.0 23.0 1.350000e+05 26687 29.5 5 10.0 7.0 8.0 1.750000e+05 26689 39.5 5 30.0 25.0 25.0 1.900000e+05 26690 49.5 5 37.0 30.0 24.0 1.200000e+05 26691 29.5 5 15.0 10.0 9.0 3.250000e+05 26693 49.5 5 40.0 30.0 30.0 1.650000e+05 26694 39.5 5 13.0 10.0 16.0 1.500000e+05 26696 29.5 5 14.0 10.0 10.0 1.614936e+05 26697 39.5 7 6.0 NaN 5.0 9.000000e+04 26698 49.5 6 25.0 25.0 30.0 1.350000e+05 26699 29.5 5 10.0 3.0 8.0 1.614936e+05 26700 49.5 3 25.0 24.0 25.0 1.400000e+05 26701 59.5 5 38.0 34.0 34.0 1.790000e+05 26711 39.5 5 30.0 20.0 20.0 2.000000e+05 26715 29.5 5 9.0 3.0 4.0 9.800000e+04 26717 29.5 5 20.0 10.0 10.0 2.000000e+05 26720 39.5 5 19.0 11.0 11.0 1.300000e+05 26722 29.5 2 4.0 3.0 9.0 1.050000e+05 26725 59.5 5 41.0 36.0 33.0 1.650000e+05 26729 39.5 5 19.0 15.0 15.0 1.900000e+05 26733 29.5 5 11.0 7.0 7.0 8.500000e+04 26737 59.5 7 35.0 30.0 31.0 1.500000e+05 26738 49.5 3 20.0 15.0 15.0 1.420000e+05 26744 29.5 3 7.0 2.0 7.0 7.500000e+04 26747 29.5 5 13.0 10.0 10.0 1.700000e+05 26750 39.5 5 18.0 16.0 16.0 1.150000e+05 26753 65.0 6 50.0 43.0 43.0 2.089837e+05 26760 39.5 5 15.0 15.0 16.0 1.500000e+05 26765 29.5 6 18.0 10.0 10.0 1.165500e+05 26766 29.5 5 17.0 12.0 7.0 1.000000e+05 26772 39.5 7 15.0 7.0 7.0 2.000000e+05 26774 29.5 5 13.0 5.0 5.0 1.200000e+05 26792 21.0 5 8.0 3.0 3.0 1.850000e+05 26795 65.0 6 45.0 43.0 43.0 2.089837e+05 26799 29.5 5 8.0 6.0 7.0 1.050000e+05 26800 39.5 3 20.0 14.0 15.0 1.400000e+05 26804 39.5 3 13.0 5.0 25.0 4.000000e+04 26806 39.5 7 12.0 8.0 4.0 1.460000e+05 26809 39.5 5 22.0 16.0 16.0 2.600000e+05 26810 29.5 5 11.0 7.0 5.0 1.930000e+05 26811 29.5 6 12.0 8.0 8.0 1.200000e+05 26813 39.5 5 20.0 15.0 15.0 2.800000e+05 26814 29.5 5 10.0 8.0 8.0 1.614936e+05 26815 39.5 5 10.0 8.0 11.0 1.100000e+05 26821 21.0 5 8.0 4.0 4.0 1.500000e+05 26823 49.5 5 22.0 18.0 20.0 1.050000e+05 26824 21.0 5 10.0 4.0 4.0 4.850000e+05 26833 29.5 6 9.0 6.0 7.0 1.719117e+05 26835 49.5 5 24.0 21.0 25.0 1.150000e+05 26836 65.0 3 43.0 41.0 37.0 7.000000e+04 26837 39.5 2 20.0 12.0 20.0 4.000000e+04 26840 59.5 5 36.0 29.0 33.0 1.900000e+05 26847 29.5 5 19.0 9.0 8.0 1.200000e+05 26851 39.5 3 20.0 14.0 14.0 1.511004e+05 26856 49.5 5 30.0 10.0 23.0 5.600000e+04 26857 29.5 5 11.0 4.0 4.0 1.600000e+05 26859 59.5 7 40.0 10.0 31.0 8.500000e+04 26863 29.5 6 10.0 4.0 4.0 1.260000e+05 26865 29.5 5 13.0 10.0 10.0 1.040000e+05 26866 39.5 4 18.0 16.0 16.0 1.615184e+05 26867 29.5 5 16.0 12.0 8.0 2.262500e+05 26870 49.5 3 35.0 6.0 25.0 1.680000e+05 26872 59.5 5 40.0 32.0 32.0 1.320000e+05 26875 49.5 6 44.0 34.0 34.0 2.352950e+05 26881 21.0 0 11.0 NaN 3.0 1.005270e+05 26883 65.0 6 50.0 35.0 37.0 2.089837e+05 26884 39.5 6 16.0 15.0 15.0 1.500000e+05 26885 49.5 3 30.0 30.0 30.0 1.850000e+05 26886 59.5 5 33.0 30.0 30.0 1.313250e+05 26887 49.5 5 44.0 25.0 25.0 1.040000e+05 26888 39.5 5 18.0 15.0 15.0 1.370000e+05 26889 39.5 4 15.0 13.0 13.0 1.550000e+05 26892 29.5 5 13.0 9.0 9.0 1.500000e+05 26893 39.5 7 25.0 25.0 14.0 9.700000e+04 26894 39.5 5 15.0 8.0 17.0 3.010000e+05 26895 39.5 4 25.0 15.0 15.0 3.500000e+05 26897 39.5 6 10.0 10.0 10.0 9.000000e+04 26898 29.5 5 15.0 8.0 8.0 1.495000e+05 26899 39.5 5 15.0 15.0 20.0 8.000000e+05 26900 21.0 6 8.0 1.0 0.0 9.000000e+04 26902 29.5 5 9.0 6.0 6.0 1.660000e+05 26903 29.5 3 9.0 8.0 8.0 1.600000e+05 26907 39.5 0 4.0 3.0 3.0 1.300000e+05 26910 59.5 5 36.0 35.0 32.0 6.000000e+04 26911 29.5 6 15.0 4.0 7.0 1.719117e+05 26912 21.0 5 12.0 1.0 0.0 1.250000e+05 26918 29.5 5 3.0 0.0 1.0 1.614936e+05 26919 65.0 6 48.0 48.0 48.0 1.500000e+05 26920 39.5 3 17.0 17.0 17.0 2.288000e+05 26921 29.5 2 27.0 12.0 12.0 1.200000e+05 26922 29.5 5 10.0 3.0 10.0 1.270000e+05 26923 39.5 6 10.0 8.0 20.0 1.250000e+05 26924 29.5 5 15.0 8.0 8.0 1.250000e+05 26926 29.5 5 18.0 10.0 9.0 3.650000e+05 26928 29.5 6 8.0 3.0 4.0 1.370000e+05 26932 49.5 5 35.0 29.0 24.0 1.300000e+05 26933 29.5 7 6.0 4.0 4.0 7.000000e+04 26935 59.5 5 25.0 23.0 33.0 1.928221e+05 26936 49.5 5 24.0 22.0 23.0 1.900000e+05 26940 29.5 3 3.0 2.0 2.0 8.200000e+04 26941 39.5 5 12.0 8.0 8.0 1.090530e+05 26943 49.5 5 40.0 25.0 27.0 3.250000e+05 26948 39.5 6 20.0 20.0 15.0 1.823545e+05 26954 29.5 3 21.0 11.0 11.0 1.650000e+05 26959 39.5 5 18.0 14.0 14.0 1.240000e+05 26964 39.5 4 17.0 17.0 17.0 1.500000e+05 26965 39.5 5 17.0 17.0 18.0 1.750000e+05 26966 59.5 6 42.0 35.0 32.0 1.200000e+05 26968 65.0 5 45.0 41.0 37.0 1.985656e+05 26971 39.5 5 23.0 20.0 23.0 2.500000e+05 26973 39.5 5 30.0 20.0 22.0 1.200000e+05 26974 39.5 5 14.0 12.0 12.0 1.750000e+05 26978 39.5 6 18.0 12.0 12.0 1.900000e+05 26981 49.5 5 29.0 26.0 37.0 1.130000e+05 26985 29.5 5 11.0 9.0 9.0 1.800000e+05 26987 39.5 5 20.0 15.0 15.0 2.350000e+05 26988 59.5 3 38.0 38.0 33.0 1.500000e+05 26993 29.5 5 10.0 5.0 5.0 1.100000e+05 27000 29.5 5 11.0 7.0 7.0 1.250000e+05 27001 39.5 5 7.0 5.0 7.0 2.150000e+05 27006 39.5 6 25.0 19.0 19.0 1.823545e+05 27007 29.5 6 15.0 5.0 9.0 4.350000e+05 27008 39.5 3 27.0 27.0 27.0 1.550000e+05 27010 59.5 5 25.0 25.0 32.0 1.420000e+05 27021 39.5 5 23.0 15.0 16.0 1.719364e+05 27023 29.5 5 9.0 6.0 8.0 2.000000e+05 27030 49.5 7 36.0 18.0 18.0 1.320000e+05 27036 29.5 5 7.0 0.0 3.0 6.656700e+04 27038 39.5 6 27.0 23.0 23.0 1.550000e+05 27052 39.5 6 22.0 18.0 18.0 1.823545e+05 27054 29.5 5 16.0 12.0 12.0 1.500000e+05 27055 39.5 5 22.0 14.0 17.0 2.940000e+05 27056 65.0 6 51.0 48.0 37.0 2.089837e+05 27059 29.5 6 13.0 5.0 5.0 1.000000e+05 27065 29.5 5 18.0 11.0 17.0 1.550000e+05 27069 29.5 5 16.0 13.0 8.0 2.400000e+05 27071 65.0 7 48.0 43.0 43.0 2.194017e+05 27073 39.5 3 24.0 19.0 19.0 1.900000e+05 27077 39.5 5 26.0 16.0 16.0 4.500000e+05 27081 21.0 5 6.0 0.0 1.0 1.700000e+05 27088 29.5 5 7.0 3.0 3.0 8.900000e+04 27089 29.5 7 10.0 2.0 2.0 2.000000e+05 27092 29.5 5 15.0 10.0 10.0 2.250000e+05 27093 59.5 6 25.0 25.0 32.0 1.500000e+05 27099 39.5 5 30.0 20.0 16.0 1.600000e+05 27100 49.5 3 17.0 17.0 25.0 1.070000e+05 27102 49.5 5 8.0 7.0 18.0 1.900000e+05 27105 29.5 6 9.0 5.0 5.0 1.450000e+05 27106 39.5 7 7.0 3.0 15.0 1.270000e+05 27110 29.5 3 3.0 2.0 2.0 1.107000e+05 27112 39.5 5 11.0 8.0 12.0 1.200000e+05 27122 39.5 5 16.0 16.0 16.0 1.811670e+05 27125 21.0 5 15.0 1.0 2.0 1.400000e+05 27127 65.0 6 40.0 35.0 37.0 2.089837e+05 27131 49.5 5 25.0 25.0 25.0 2.000000e+05 27132 29.5 5 10.0 7.0 6.0 1.100000e+05 27133 29.5 5 16.0 12.0 12.0 4.500000e+05 27137 49.5 3 30.0 28.0 26.0 2.600000e+05 27141 29.5 5 17.0 14.0 8.0 1.600000e+05 27143 39.5 5 25.0 11.0 11.0 2.300000e+05 27145 39.5 5 22.0 14.0 16.0 1.719364e+05 27146 49.5 3 28.0 24.0 24.0 1.700000e+05 27147 39.5 5 35.0 25.0 24.0 1.719364e+05 27148 29.5 3 18.0 6.0 8.0 8.000000e+04 27151 29.5 6 19.0 15.0 19.0 1.800000e+05 27156 39.5 5 20.0 16.0 15.0 1.100000e+05 27158 39.5 6 28.0 11.0 11.0 2.400000e+05 27165 29.5 6 8.0 5.0 5.0 1.240000e+05 27167 49.5 6 20.0 14.0 19.0 1.927973e+05 27170 39.5 5 26.0 26.0 26.0 1.500000e+05 27174 29.5 5 5.0 1.0 1.0 7.508900e+04 27177 29.5 5 8.0 7.0 8.0 1.550000e+05 27179 49.5 6 25.0 17.0 24.0 1.900000e+05 27182 65.0 5 35.0 33.0 37.0 1.050000e+05 27186 39.5 5 19.0 16.0 16.0 1.600000e+05 27190 49.5 5 20.0 6.0 21.0 1.350000e+05 27193 39.5 5 25.0 17.0 17.0 1.500000e+05 27194 29.5 5 15.0 4.0 4.0 9.500000e+04 27199 29.5 5 10.0 8.0 8.0 1.160000e+05 27200 39.5 5 14.0 10.0 10.0 1.300000e+05 27204 39.5 5 11.0 8.0 16.0 1.280000e+05 27207 29.5 5 13.0 10.0 8.0 2.200000e+05 27210 29.5 5 13.0 6.0 6.0 1.090000e+05 27212 49.5 5 25.0 20.0 25.0 1.210000e+05 27215 29.5 5 6.0 6.0 6.0 1.250000e+05 27216 39.5 5 20.0 15.0 20.0 1.300000e+05 27218 39.5 5 20.0 14.0 16.0 1.719364e+05 27219 29.5 5 12.0 5.0 8.0 2.374950e+05 27221 39.5 2 24.0 16.0 16.0 8.000000e+04 27223 65.0 6 51.0 50.0 50.0 9.000000e+04 27225 39.5 6 19.0 13.0 13.0 4.170000e+05 27226 49.5 5 30.0 20.0 23.0 6.000000e+04 27227 29.5 6 13.0 7.0 8.0 9.500000e+04 27228 29.5 7 15.0 6.0 15.0 8.300000e+04 27229 29.5 5 11.0 7.0 7.0 1.750000e+05 27231 49.5 3 23.0 20.0 27.0 4.500000e+05 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1.440000e+05 27299 49.5 6 32.0 29.0 29.0 4.500000e+05 27301 29.5 6 15.0 12.0 12.0 1.150000e+05 27305 29.5 7 17.0 13.0 7.0 7.000000e+04 27307 29.5 4 15.0 10.0 10.0 2.250000e+05 27314 39.5 5 8.0 7.0 19.0 1.300000e+05 27319 29.5 3 11.0 10.0 8.0 4.500000e+04 27320 29.5 3 15.0 3.0 3.0 6.500000e+04 27322 39.5 5 27.0 19.0 19.0 1.850000e+05 27324 39.5 5 20.0 16.0 16.0 1.450000e+05 27328 39.5 5 20.0 16.0 15.0 9.000000e+04 27329 29.5 5 15.0 4.0 7.0 1.080000e+05 27330 29.5 5 14.0 4.0 4.0 7.000000e+04 27331 39.5 6 6.0 4.0 4.0 1.100000e+05 27334 39.5 5 24.0 14.0 15.0 1.800000e+02 27341 39.5 5 15.0 11.0 16.0 1.719364e+05 27342 29.5 5 NaN NaN 8.0 3.000000e+05 27343 29.5 6 17.0 2.0 9.0 1.825000e+05 27344 29.5 5 8.0 5.0 5.0 1.120000e+05 27345 29.5 5 14.0 9.0 10.0 1.500000e+05 27346 39.5 5 20.0 14.0 14.0 1.600000e+05 27348 29.5 3 9.0 4.0 4.0 1.050000e+05 27351 49.5 3 29.0 27.0 25.0 8.100000e+04 27355 39.5 5 23.0 16.0 16.0 2.000000e+05 27356 39.5 6 26.0 20.0 18.0 5.200000e+05 27357 29.5 3 10.0 9.0 10.0 1.406575e+05 27358 39.5 6 23.0 18.0 20.0 1.920000e+05 27361 29.5 5 19.0 10.0 10.0 1.196000e+05 27362 49.5 3 20.0 20.0 15.0 1.615432e+05 27365 59.5 4 39.0 35.0 35.0 1.824040e+05 27368 29.5 3 20.0 9.0 9.0 1.320000e+05 27369 39.5 5 7.0 3.0 25.0 8.800000e+04 27371 29.5 5 16.0 12.0 12.0 1.350000e+05 27372 49.5 5 33.0 29.0 29.0 1.300000e+05 27374 29.5 5 5.0 1.0 7.0 8.800000e+04 27376 29.5 5 12.0 12.0 12.0 1.500000e+05 27381 29.5 5 11.0 6.0 7.0 9.500000e+04 27385 49.5 3 27.0 25.0 25.0 1.400000e+05 27386 39.5 5 13.0 11.0 16.0 1.220000e+05 27389 39.5 5 5.0 4.0 16.0 1.500000e+05 27390 49.5 5 38.0 27.0 25.0 1.823793e+05 27394 29.5 5 12.0 9.0 10.0 1.130000e+05 27396 59.5 3 35.0 35.0 35.0 2.000000e+05 27397 59.5 3 20.0 20.0 34.0 1.750000e+05 27398 49.5 5 33.0 28.0 28.0 1.250000e+05 27406 29.5 5 9.0 5.0 7.0 8.000000e+04 27408 59.5 5 40.0 35.0 32.0 1.350000e+05 27409 39.5 5 20.0 17.0 17.0 1.800000e+05 27414 39.5 5 20.0 24.0 20.0 1.701000e+05 27419 29.5 6 7.0 3.0 7.0 8.850000e+04 27425 49.5 5 25.0 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17.0 8.300000e+04 27483 29.5 4 6.0 4.0 8.0 8.000000e+04 27485 29.5 6 19.0 11.0 11.0 1.719117e+05 27488 21.0 6 NaN NaN 0.0 1.630353e+05 27489 39.5 5 20.0 17.0 16.0 1.750000e+05 27490 49.5 4 18.0 16.0 16.0 1.650000e+05 27493 39.5 7 23.0 20.0 16.0 3.200000e+05 27498 29.5 5 12.0 7.0 7.0 1.200000e+05 27502 39.5 5 16.0 13.0 15.0 1.000000e+05 27506 29.5 5 17.0 13.0 13.0 1.600000e+05 27514 29.5 5 7.0 4.0 4.0 1.684000e+05 27515 49.5 5 29.0 25.0 24.0 1.823793e+05 27518 21.0 5 9.0 2.0 3.0 9.750000e+04 27519 39.5 6 20.0 15.0 15.0 1.400000e+05 27520 29.5 3 11.0 11.0 12.0 9.250000e+04 27524 29.5 2 16.0 8.0 8.0 1.950000e+05 27535 49.5 3 24.0 24.0 27.0 1.600000e+02 27536 39.5 7 23.0 22.0 15.0 1.927725e+05 27537 29.5 5 14.0 10.0 10.0 1.510000e+05 27542 21.0 5 10.0 1.0 1.0 1.050000e+05 27545 49.5 5 25.0 23.0 28.0 1.326360e+05 27550 29.5 5 12.0 7.0 8.0 2.000000e+05 27551 39.5 5 25.0 16.0 16.0 1.850000e+05 27553 39.5 3 25.0 25.0 25.0 1.045000e+05 27557 29.5 4 15.0 15.0 7.0 5.500000e+04 27558 49.5 4 40.0 31.0 31.0 1.650000e+05 27561 29.5 5 10.0 8.0 8.0 1.100000e+05 27562 39.5 5 4.0 2.0 4.0 1.400000e+05 27565 29.5 5 13.0 6.0 6.0 4.000000e+05 27571 21.0 5 7.0 3.0 3.0 1.344990e+05 27573 29.5 3 10.0 9.0 9.0 1.406575e+05 27577 39.5 5 24.0 20.0 20.0 1.900000e+05 27578 29.5 4 16.0 10.0 10.0 1.080000e+05 27579 39.5 4 20.0 18.0 18.0 7.000000e+04 27580 39.5 5 12.0 10.0 16.0 1.410000e+05 27582 29.5 5 14.0 10.0 8.0 1.614936e+05 27583 39.5 4 10.0 7.0 7.0 1.550000e+05 27585 29.5 2 12.0 10.0 12.0 2.410000e+05 27587 39.5 7 4.0 3.0 3.0 1.000000e+05 27589 39.5 5 9.0 6.0 9.0 1.000000e+05 27594 39.5 5 33.0 15.0 23.0 1.500000e+06 27595 49.5 3 26.0 16.0 29.0 8.600000e+04 27596 21.0 5 8.0 1.0 0.0 1.000000e+05 27597 39.5 5 17.0 14.0 16.0 2.200000e+05 27598 39.5 5 20.0 16.0 20.0 1.719364e+05 27599 39.5 3 25.0 14.0 18.0 3.182500e+05 27601 39.5 6 28.0 17.0 17.0 1.720000e+05 27602 39.5 5 25.0 18.0 18.0 1.250000e+05 27603 49.5 3 40.0 30.0 25.0 8.100000e+04 27607 49.5 5 35.0 24.0 24.0 2.000000e+05 27608 29.5 5 9.0 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10.0 7.0 7.0 2.000000e+05 27873 39.5 5 20.0 15.0 16.0 1.500000e+05 27878 39.5 3 21.0 17.0 17.0 9.500000e+04 27880 39.5 3 18.0 18.0 18.0 1.511004e+05 27881 39.5 6 9.0 9.0 9.0 6.507500e+04 27887 39.5 5 13.0 9.0 9.0 2.240000e+05 27890 39.5 4 11.0 9.0 20.0 1.170000e+05 27897 39.5 5 20.0 10.0 20.0 1.500000e+05 27900 39.5 6 13.0 10.0 13.0 1.400000e+05 27905 49.5 5 22.0 19.0 24.0 1.823793e+05 27917 29.5 6 13.0 9.0 9.0 2.240000e+05 27918 39.5 5 22.0 7.0 7.0 1.080000e+05 27919 39.5 4 30.0 20.0 25.0 5.000000e+05 27922 39.5 5 20.0 5.0 20.0 1.150000e+05 27927 29.5 5 6.0 2.0 2.0 1.100000e+05 27929 21.0 3 3.0 1.0 1.0 1.317811e+05 27930 29.5 5 9.0 7.0 7.0 1.614936e+05 27933 29.5 3 7.0 6.0 8.0 9.500000e+04 27934 65.0 5 40.0 34.0 36.0 7.200000e+04 27937 29.5 5 9.0 7.0 7.0 1.500000e+05 27946 0.0 6 10.0 5.0 -17.0 1.411054e+05 27952 39.5 5 19.0 15.0 16.0 2.100000e+05 27953 49.5 5 23.0 23.0 24.0 2.000000e+05 27954 39.5 6 23.0 18.0 25.0 2.000000e+05 27955 39.5 5 7.0 1.0 15.0 8.500000e+04 27957 29.5 6 15.0 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59.5 6 45.0 43.0 32.0 1.800000e+05 28032 49.5 6 36.0 27.0 27.0 1.927973e+05 28035 29.5 6 24.0 17.0 18.0 1.827000e+05 28038 39.5 5 30.0 8.0 8.0 8.500000e+04 28039 21.0 5 5.0 1.0 0.0 1.000000e+05 28040 39.5 5 26.0 20.0 20.0 1.470000e+05 28045 29.5 5 15.0 11.0 11.0 1.450000e+05 28047 29.5 5 15.0 9.0 9.0 3.600000e+05 28049 29.5 5 8.0 4.0 4.0 1.500000e+05 28051 39.5 5 12.0 7.0 30.0 1.650000e+05 28053 29.5 5 23.0 10.0 10.0 3.600000e+05 28061 29.5 6 15.0 10.0 9.0 3.700000e+05 28064 29.5 3 13.0 10.0 10.0 1.650000e+05 28065 39.5 5 12.0 9.0 9.0 1.000000e+05 28066 29.5 2 10.0 9.0 11.0 1.302395e+05 28067 29.5 5 12.0 4.0 7.0 1.000000e+05 28071 39.5 5 16.0 15.0 16.0 1.250000e+05 28072 49.5 4 41.0 33.0 37.0 2.500000e+05 28074 49.5 5 42.0 34.0 34.0 1.823793e+05 28076 39.5 3 25.0 25.0 17.0 1.511004e+05 28077 29.5 5 8.0 8.0 8.0 2.200000e+05 28086 39.5 6 10.0 9.0 9.0 2.400000e+05 28088 49.5 5 30.0 22.0 24.0 1.400000e+05 28089 29.5 5 10.0 10.0 7.0 1.400000e+05 28090 39.5 6 25.0 20.0 15.0 1.823545e+05 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6.250000e+04 28227 39.5 5 20.0 17.0 17.0 1.620000e+05 28228 39.5 5 20.0 7.0 7.0 1.200000e+05 28229 49.5 5 28.0 25.0 26.0 1.100000e+05 28230 29.5 5 4.0 4.0 4.0 1.350000e+05 28231 29.5 5 16.0 11.0 11.0 1.700000e+05 28234 21.0 6 11.0 4.0 4.0 1.290000e+05 28235 59.5 5 38.0 38.0 33.0 3.000000e+05 28239 39.5 6 8.0 6.0 15.0 1.823545e+05 28240 39.5 3 17.0 13.0 17.0 1.600000e+05 28242 39.5 5 5.0 1.0 1.0 6.500000e+04 28244 49.5 6 35.0 33.0 33.0 1.927973e+05 28247 39.5 6 20.0 15.0 15.0 1.823545e+05 28253 39.5 7 25.0 20.0 15.0 2.350000e+05 28255 49.5 5 31.0 27.0 27.0 1.570000e+05 28259 39.5 6 22.0 19.0 22.0 2.650000e+05 28262 39.5 5 26.0 17.0 17.0 1.650000e+05 28264 29.5 5 9.0 7.0 7.0 1.614936e+05 28267 29.5 5 8.0 4.0 8.0 1.950000e+05 28269 21.0 3 10.0 4.0 1.0 1.317811e+05 28279 29.5 5 9.0 4.0 5.0 9.000000e+04 28284 39.5 7 20.0 6.0 15.0 1.400000e+05 28286 29.5 3 4.0 12.0 12.0 1.600000e+05 28287 65.0 6 26.0 26.0 37.0 2.089837e+05 28289 39.5 5 25.0 18.0 16.0 1.900000e+05 28290 49.5 6 18.0 18.0 30.0 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15.0 9.0 13.0 1.100000e+05 28554 49.5 3 30.0 25.0 26.0 2.150000e+05 28558 39.5 5 10.0 9.0 15.0 1.250000e+05 28560 49.5 3 36.0 30.0 30.0 2.500000e+05 28563 39.5 5 7.0 7.0 7.0 1.700000e+05 28566 29.5 3 25.0 4.0 4.0 7.200000e+04 28570 29.5 4 10.0 8.0 8.0 1.510756e+05 28576 29.5 3 3.0 2.0 2.0 9.000000e+04 28577 29.5 3 8.0 7.0 8.0 1.250000e+05 28587 29.5 5 15.0 11.0 15.0 1.400000e+05 28589 39.5 5 19.0 10.0 16.0 1.719364e+05 28592 29.5 5 16.0 10.0 10.0 1.000000e+05 28593 39.5 5 10.0 6.0 16.0 1.100000e+05 28595 29.5 6 8.0 5.0 4.0 1.700000e+05 28598 29.5 6 15.0 14.0 7.0 1.400000e+05 28610 39.5 5 35.0 22.0 17.0 3.000000e+05 28611 21.0 2 4.0 2.0 2.0 4.800000e+04 28615 39.5 5 26.0 22.0 22.0 1.719364e+05 28619 29.5 3 10.0 10.0 10.0 2.100000e+05 28621 29.5 5 13.0 10.0 10.0 1.510000e+05 28622 29.5 5 9.0 7.0 7.0 9.600000e+04 28623 39.5 5 24.0 20.0 16.0 1.530000e+05 28628 29.5 5 6.0 2.0 5.0 9.300000e+04 28630 39.5 6 10.0 7.0 11.0 1.800000e+05 28631 29.5 6 9.0 7.0 7.0 1.719117e+05 28633 39.5 5 24.0 17.0 16.0 1.550000e+05 28634 39.5 5 4.0 3.0 3.0 1.719364e+05 28636 39.5 5 NaN NaN 16.0 1.719364e+05 28641 59.5 3 35.0 35.0 35.0 9.500000e+04 28642 21.0 5 6.0 2.0 1.0 1.600000e+05 28646 39.5 5 23.0 19.0 20.0 2.250000e+05 28652 39.5 5 20.0 15.0 15.0 1.719364e+05 28654 29.5 5 10.0 5.0 5.0 1.200000e+05 28655 39.5 5 7.0 5.0 15.0 9.700000e+04 28656 39.5 5 35.0 19.0 16.0 1.500000e+05 28657 49.5 4 28.0 26.0 23.0 2.600000e+05 28662 49.5 3 32.0 25.0 25.0 2.100000e+05 28664 29.5 3 15.0 15.0 9.0 1.406575e+05 28666 29.5 5 13.0 13.0 11.0 2.000000e+05 28670 49.5 3 28.0 28.0 28.0 3.430000e+05 28672 29.5 5 17.0 5.0 8.0 1.614936e+05 28674 39.5 6 37.0 10.0 15.0 1.500000e+05 28676 29.5 5 12.0 6.0 7.0 1.250000e+05 28679 21.0 4 7.0 3.0 3.0 2.000000e+04 28680 29.5 5 8.0 8.0 8.0 1.320000e+05 28682 59.5 3 39.0 36.0 33.0 9.300000e+04 28686 39.5 6 23.0 20.0 23.0 9.100000e+04 28689 39.5 5 7.0 6.0 17.0 2.300000e+05 28695 29.5 6 15.0 10.0 11.0 1.800000e+05 28697 49.5 3 25.0 22.0 23.0 1.000000e+05 28709 29.5 5 11.0 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15.0 1.580000e+05 28778 29.5 5 13.0 5.0 5.0 1.800000e+05 28783 39.5 5 15.0 13.0 13.0 1.700000e+05 28786 39.5 5 10.0 10.0 16.0 1.550000e+05 28788 29.5 5 15.0 9.0 10.0 2.000000e+05 28789 39.5 5 23.0 17.0 17.0 2.750000e+05 28792 39.5 6 25.0 20.0 18.0 5.500000e+05 28795 39.5 5 25.0 18.0 20.0 2.470000e+05 28797 39.5 3 23.0 15.0 15.0 1.460000e+05 28803 39.5 4 23.0 20.0 22.0 1.600000e+05 28807 29.5 5 12.0 9.0 9.0 1.736000e+05 28808 39.5 5 27.0 19.0 16.0 1.850000e+05 28810 65.0 6 38.0 37.0 36.0 9.000000e+04 28811 39.5 7 24.0 12.0 14.0 7.000000e+04 28812 59.5 6 50.0 25.0 32.0 1.750000e+05 28818 29.5 6 6.0 6.0 7.0 2.300000e+05 28819 29.5 5 23.0 16.0 26.0 2.000000e+05 28821 39.5 6 17.0 12.0 15.0 1.823545e+05 28822 49.5 5 30.0 26.0 24.0 1.200000e+05 28825 29.5 5 5.0 0.0 1.0 7.000000e+04 28826 39.5 5 30.0 21.0 16.0 1.850000e+05 28827 39.5 5 20.0 15.0 15.0 1.475000e+05 28829 29.5 3 15.0 0.0 8.0 3.500000e+04 28832 39.5 5 23.0 19.0 19.0 7.800000e+04 28839 29.5 5 8.0 3.0 3.0 8.500000e+04 28842 39.5 6 25.0 16.0 16.0 1.100000e+05 28845 29.5 5 8.0 7.0 8.0 1.600000e+05 28848 49.5 5 24.0 27.0 25.0 6.000000e+05 28849 29.5 6 8.0 5.0 5.0 1.719117e+05 28854 21.0 5 10.0 0.0 1.0 7.500000e+04 28857 29.5 5 11.0 6.0 7.0 1.200000e+05 28861 29.5 5 10.0 5.0 5.0 9.200000e+04 28862 39.5 3 6.0 6.0 6.0 9.800000e+04 28864 59.5 3 28.0 28.0 33.0 9.750000e+04 28868 59.5 3 41.0 41.0 41.0 1.600000e+02 28870 29.5 5 15.0 9.0 9.0 3.200000e+05 28877 29.5 5 14.0 14.0 8.0 1.614936e+05 28880 49.5 5 27.0 24.0 24.0 2.200000e+05 28881 29.5 5 8.0 0.0 7.0 6.000000e+04 28885 39.5 7 25.0 14.0 14.0 1.927725e+05 28888 39.5 3 17.0 13.0 13.0 1.485000e+05 28889 49.5 4 30.0 25.0 26.0 1.500000e+05 28891 29.5 5 17.0 7.0 7.0 8.000000e+04 28892 39.5 6 20.0 10.0 25.0 1.250000e+05 28899 39.5 5 20.0 16.0 14.0 1.080000e+05 28903 49.5 5 35.0 27.0 24.0 1.823793e+05 28904 29.5 4 8.0 7.0 7.0 9.100000e+04 28905 39.5 6 18.0 16.0 16.0 1.800000e+05 28913 29.5 6 5.0 0.0 7.0 1.110000e+05 28919 29.5 5 8.0 8.0 9.0 1.614936e+05 28922 49.5 5 28.0 24.0 28.0 1.823793e+05 28928 39.5 4 25.0 15.0 15.0 1.240000e+05 28930 39.5 6 7.0 6.0 5.0 1.200000e+05 28931 29.5 5 12.0 8.0 8.0 1.200000e+05 28934 29.5 7 10.0 1.0 10.0 1.480000e+05 28935 29.5 6 9.0 6.0 6.0 3.700000e+04 28940 39.5 5 22.0 22.0 22.0 1.800460e+05 28941 59.5 6 40.0 37.0 37.0 1.620000e+05 28943 39.5 5 9.0 5.0 13.0 8.400000e+04 28944 49.5 5 30.0 28.0 28.0 2.350000e+05 28945 39.5 7 5.0 3.0 9.0 7.500000e+04 28947 29.5 5 12.0 10.0 8.0 1.925000e+05 28948 39.5 3 24.0 15.0 12.0 7.900000e+04 28950 29.5 5 4.0 4.0 8.0 1.614936e+05 28951 21.0 5 4.0 2.0 0.0 1.526172e+05 28955 39.5 5 10.0 5.0 16.0 1.950000e+05 28958 39.5 6 14.0 12.0 12.0 9.659500e+04 28963 49.5 5 40.0 30.0 29.0 2.000000e+05 28964 39.5 4 25.0 12.0 12.0 6.700000e+04 28968 49.5 3 40.0 26.0 25.0 1.680000e+05 28971 29.5 3 17.0 13.0 13.0 3.000000e+05 28974 29.5 5 16.0 12.0 13.0 1.550000e+05 28976 49.5 5 25.0 20.0 24.0 7.000000e+04 28978 39.5 5 16.0 12.0 16.0 2.400000e+05 28981 29.5 5 9.0 4.0 4.0 1.000000e+05 28988 65.0 6 46.0 45.0 37.0 2.089837e+05 28993 49.5 6 30.0 28.0 25.0 1.600000e+05 29001 29.5 5 13.0 9.0 7.0 6.000000e+04 29003 39.5 5 13.0 10.0 15.0 6.700000e+04 29008 65.0 6 47.0 45.0 45.0 1.800000e+05 29011 39.5 6 26.0 12.0 17.0 5.000000e+05 29012 29.5 5 10.0 10.0 10.0 1.650000e+05 29013 29.5 5 10.0 9.0 8.0 2.800000e+05 29018 29.5 5 5.0 4.0 11.0 1.400000e+05 29019 29.5 5 6.0 4.0 8.0 1.614936e+05 29021 29.5 5 9.0 6.0 7.0 1.660000e+05 29022 65.0 3 40.0 40.0 38.0 1.777295e+05 29026 49.5 5 20.0 20.0 20.0 1.650000e+05 29033 29.5 5 14.0 8.0 8.0 6.000000e+04 29035 39.5 5 30.0 16.0 16.0 2.500000e+05 29036 29.5 5 12.0 10.0 8.0 1.614936e+05 29037 29.5 5 11.0 9.0 9.0 3.500000e+05 29044 49.5 6 28.0 24.0 24.0 1.927973e+05 29049 39.5 5 22.0 18.0 22.0 1.000000e+05 29051 39.5 6 20.0 10.0 29.0 7.700000e+04 29052 59.5 5 45.0 38.0 32.0 1.300000e+05 29053 39.5 5 30.0 18.0 18.0 4.200000e+05 29059 49.5 6 27.0 22.0 23.0 1.080000e+05 29064 39.5 5 26.0 20.0 16.0 1.140000e+05 29068 39.5 5 30.0 10.0 14.0 1.719364e+05 29070 29.5 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29154 49.5 6 28.0 26.0 24.0 1.927973e+05 29159 29.5 3 14.0 14.0 8.0 1.050000e+05 29160 21.0 4 5.0 1.0 1.0 6.200000e+04 29162 49.5 5 26.0 25.0 24.0 1.750000e+05 29163 29.5 5 17.0 12.0 12.0 2.500000e+05 29166 49.5 5 40.0 30.0 30.0 2.900000e+05 29168 29.5 6 12.0 5.0 7.0 2.000000e+05 29175 65.0 6 10.0 6.0 36.0 3.000000e+04 29176 29.5 6 8.0 4.0 7.0 1.600000e+05 29177 29.5 6 14.0 6.0 6.0 1.300000e+05 29178 49.5 6 27.0 23.0 22.0 1.927973e+05 29181 49.5 5 38.0 23.0 28.0 3.400000e+05 29185 29.5 6 10.0 7.0 8.0 2.500000e+05 29187 29.5 6 9.0 8.0 7.0 1.719117e+05 29188 29.5 5 14.0 10.0 8.0 2.250000e+05 29192 29.5 5 10.0 7.0 7.0 1.000000e+05 29196 49.5 3 20.0 15.0 15.0 1.615432e+05 29200 49.5 5 30.0 25.0 24.0 1.650000e+05 29201 65.0 5 42.0 45.0 37.0 1.985656e+05 29203 29.5 7 15.0 4.0 7.0 1.823297e+05 29206 39.5 6 33.0 21.0 16.0 2.480000e+05 29207 39.5 5 15.0 15.0 15.0 1.719364e+05 29209 29.5 5 10.0 3.0 7.0 1.250000e+05 29212 29.5 6 11.0 10.0 10.0 1.719117e+05 29213 65.0 6 20.0 15.0 37.0 2.000000e+05 29214 59.5 3 40.0 30.0 30.0 1.300000e+05 29216 39.5 5 18.0 12.0 12.0 1.719364e+05 29219 39.5 5 33.0 25.0 16.0 1.850000e+05 29220 49.5 5 18.0 18.0 24.0 1.410000e+05 29224 29.5 5 12.0 5.0 8.0 2.510000e+05 29225 39.5 6 24.0 17.0 16.0 2.400000e+05 29227 39.5 7 11.0 6.0 15.0 1.927725e+05 29230 39.5 5 20.0 NaN 16.0 1.719364e+05 29231 29.5 6 5.0 4.0 7.0 1.060000e+05 29234 49.5 5 30.0 25.0 24.0 1.800000e+05 29235 39.5 5 23.0 12.0 18.0 5.000000e+05 29237 59.5 6 48.0 40.0 32.0 1.500000e+05 29238 39.5 5 32.0 22.0 21.0 2.500000e+05 29239 49.5 5 30.0 23.0 25.0 3.500000e+05 29240 39.5 5 23.0 18.0 18.0 1.330000e+05 29241 39.5 5 13.0 13.0 16.0 2.400000e+05 29244 39.5 7 7.0 6.0 6.0 1.927725e+05 29248 29.5 5 4.0 3.0 7.0 9.200000e+04 29249 29.5 6 10.0 5.0 6.0 1.300000e+05 29251 49.5 3 20.0 15.0 25.0 1.615432e+05 29255 39.5 5 26.0 20.0 20.0 1.719364e+05 29256 39.5 3 24.0 24.0 18.0 3.000000e+05 29258 49.5 7 42.0 32.0 23.0 1.300000e+05 29260 29.5 5 9.0 7.0 7.0 4.000000e+05 29267 39.5 5 22.0 10.0 22.0 2.250000e+05 29268 29.5 5 12.0 7.0 7.0 1.000000e+05 29270 39.5 5 20.0 5.0 13.0 1.719364e+05 29272 49.5 2 25.0 9.0 30.0 1.511251e+05 29273 39.5 6 30.0 23.0 23.0 1.700000e+05 29274 29.5 5 9.0 5.0 5.0 5.000000e+05 29275 39.5 5 17.0 13.0 17.0 1.700000e+05 29276 39.5 3 15.0 10.0 19.0 2.250000e+05 29277 29.5 3 10.0 7.0 7.0 1.200000e+05 29278 29.5 5 11.0 6.0 6.0 1.730000e+05 29279 65.0 3 40.0 32.0 38.0 1.500000e+05 29280 29.5 5 11.0 9.0 8.0 1.614936e+05 29281 39.5 4 11.0 10.0 11.0 1.150000e+05 29282 29.5 5 17.0 11.0 11.0 2.500000e+05 29288 39.5 4 10.0 7.0 16.0 1.615184e+05 29297 29.5 5 14.0 10.0 7.0 9.800000e+04 29298 59.5 6 7.0 7.0 30.0 0.000000e+00 29299 39.5 3 30.0 25.0 25.0 2.450000e+05 29303 49.5 5 25.0 25.0 24.0 1.800000e+05 29305 59.5 7 30.0 25.0 31.0 1.500000e+05 29308 29.5 3 17.0 11.0 9.0 1.850000e+05 29309 49.5 2 36.0 26.0 30.0 9.500000e+04 29310 29.5 5 13.0 11.0 11.0 9.800000e+04 29313 29.5 5 7.0 3.0 7.0 1.614936e+05 29316 65.0 6 35.0 35.0 36.0 6.200000e+04 29317 49.5 5 27.0 24.0 28.0 0.000000e+00 29319 39.5 5 27.0 14.0 16.0 1.380910e+05 29321 29.5 5 9.0 6.0 7.0 1.400000e+05 29323 49.5 5 35.0 30.0 24.0 1.823793e+05 29328 39.5 6 12.0 18.0 10.0 1.823545e+05 29333 39.5 6 15.0 13.0 13.0 1.823545e+05 29334 49.5 5 20.0 13.0 30.0 1.100000e+05 29336 49.5 6 35.0 30.0 32.0 1.300000e+05 29342 21.0 5 8.0 0.0 0.0 5.000000e+04 29346 29.5 3 12.0 12.0 12.0 1.500000e+05 29351 29.5 7 5.0 4.0 7.0 1.823297e+05 29355 39.5 3 21.0 19.0 17.0 1.511004e+05 29356 39.5 6 15.0 8.0 16.0 3.000000e+05 29363 39.5 5 26.0 22.0 20.0 7.000000e+04 29366 29.5 5 14.0 10.0 14.0 1.614936e+05 29370 39.5 5 25.0 17.0 17.0 2.250000e+05 29372 39.5 5 20.0 15.0 15.0 2.210000e+05 29374 29.5 5 9.0 6.0 10.0 1.500000e+05 29375 0.0 5 37.0 35.0 36.0 1.306873e+05 29376 29.5 5 8.0 6.0 6.0 8.000000e+04 29377 29.5 5 9.0 5.0 5.0 1.250000e+05 29378 29.5 5 9.0 2.0 2.0 7.900000e+04 29379 49.5 6 25.0 22.0 22.0 1.760000e+05 29380 39.5 6 15.0 11.0 15.0 1.823545e+05 29381 21.0 6 7.0 4.0 4.0 1.272000e+05 29386 29.5 5 10.0 9.0 10.0 1.614936e+05 29388 29.5 3 16.0 8.0 8.0 1.250000e+05 29391 29.5 5 17.0 12.0 12.0 1.700000e+05 29392 29.5 5 14.0 10.0 7.0 3.150000e+05 29396 59.5 4 41.0 34.0 40.0 8.000000e+04 29399 49.5 5 43.0 25.0 24.0 1.800000e+05 29402 39.5 5 15.0 10.0 17.0 1.700000e+05 29403 39.5 6 22.0 14.0 15.0 1.150000e+05 29405 29.5 6 11.0 11.0 7.0 1.450000e+05 29406 49.5 7 22.0 22.0 25.0 2.032154e+05 29410 39.5 5 26.0 17.0 22.0 1.650000e+05 29412 59.5 6 39.0 30.0 30.0 1.570000e+05 29413 39.5 3 13.0 12.0 12.0 1.060000e+05 29414 39.5 5 20.0 8.0 15.0 7.200000e+04 29416 29.5 5 17.0 13.0 13.0 1.120000e+05 29418 65.0 6 45.0 39.0 39.0 2.089837e+05 29420 59.5 5 35.0 35.0 33.0 2.600000e+05 29421 29.5 5 14.0 10.0 10.0 1.100000e+05 29422 39.5 6 24.0 21.0 16.0 2.400000e+05 29425 39.5 5 25.0 22.0 22.0 8.000000e+04 29428 59.5 6 25.0 20.0 32.0 1.350000e+05 29433 59.5 5 45.0 38.0 44.0 2.720000e+05 29434 49.5 5 26.0 21.0 24.0 1.823793e+05 29436 29.5 5 9.0 4.0 7.0 1.300000e+05 29437 29.5 6 20.0 14.0 14.0 3.500000e+05 29439 49.5 4 43.0 30.0 35.0 1.100000e+05 29442 29.5 5 16.0 12.0 10.0 1.200000e+05 29443 65.0 5 45.0 44.0 44.0 1.350000e+05 29444 29.5 6 14.0 10.0 10.0 1.719117e+05 29445 39.5 5 25.0 18.0 16.0 1.958000e+05 29446 39.5 3 24.0 12.0 22.0 1.320000e+05 29450 39.5 5 20.0 9.0 16.0 1.300000e+05 29454 59.5 6 28.0 25.0 32.0 1.280000e+05 29457 39.5 7 16.0 11.0 10.0 3.980000e+05 29458 29.5 5 12.0 8.0 7.0 1.400000e+05 29461 29.5 6 8.0 3.0 3.0 1.719117e+05 29465 29.5 5 12.0 10.0 12.0 2.850000e+05 29466 29.5 5 15.0 5.0 8.0 3.000000e+05 29467 29.5 5 14.0 9.0 7.0 1.200000e+05 29471 49.5 5 25.0 18.0 24.0 1.550000e+05 29473 39.5 4 25.0 20.0 20.0 3.450000e+05 29476 65.0 7 40.0 30.0 40.0 1.900000e+05 29477 21.0 5 10.0 4.0 6.0 7.500000e+04 29478 39.5 6 6.0 5.0 15.0 1.600000e+05 29481 39.5 6 18.0 13.0 12.0 1.810000e+05 29482 39.5 7 16.0 NaN 10.0 3.500000e+05 29483 59.5 0 41.0 36.0 37.0 8.000000e+05 29484 49.5 7 30.0 20.0 25.0 2.800000e+05 29487 49.5 6 31.0 35.0 25.0 1.950000e+05 29490 29.5 5 13.0 9.0 9.0 3.600000e+05 29494 49.5 5 29.0 24.0 24.0 1.823793e+05 29497 39.5 5 8.0 5.0 20.0 1.250000e+05 29498 39.5 3 10.0 4.0 4.0 1.100000e+05 29500 29.5 5 13.0 12.0 12.0 1.620000e+05 29503 39.5 5 30.0 4.0 4.0 8.320000e+04 29508 39.5 5 11.0 5.0 5.0 1.500000e+05 29519 39.5 4 27.0 5.0 20.0 1.500000e+05 29521 29.5 5 19.0 12.0 12.0 3.500000e+05 29522 59.5 4 33.0 23.0 40.0 1.250000e+05 29524 39.5 5 11.0 6.0 6.0 3.850000e+05 29525 29.5 5 13.0 10.0 10.0 2.168220e+05 29526 29.5 5 15.0 11.0 8.0 2.626040e+05 29529 39.5 5 13.0 6.0 16.0 1.400000e+05 29532 59.5 5 40.0 NaN 33.0 1.928221e+05 29533 39.5 5 26.0 21.0 29.0 1.400000e+05 29536 29.5 6 9.0 4.0 5.0 3.500000e+05 29539 39.5 5 26.0 18.0 18.0 1.590000e+05 29542 49.5 5 32.0 28.0 30.0 2.500000e+05 29546 39.5 6 10.0 10.0 10.0 1.100000e+05 29549 29.5 5 7.0 4.0 5.0 1.400000e+05 29551 29.5 3 7.0 7.0 7.0 1.550000e+05 29552 49.5 5 30.0 25.0 30.0 1.823793e+05 29553 39.5 5 20.0 15.0 16.0 2.000000e+05 29557 49.5 3 27.0 25.0 25.0 1.615432e+05 29558 49.5 6 33.0 28.0 24.0 1.927973e+05 29559 39.5 5 20.0 14.0 14.0 1.800000e+05 29560 39.5 3 28.0 16.0 16.0 1.650000e+05 29561 29.5 6 10.0 8.0 8.0 2.800000e+05 29564 29.5 7 11.0 3.0 6.0 1.270000e+05 29565 29.5 5 10.0 10.0 10.0 2.400000e+05 29569 29.5 5 9.0 5.0 5.0 1.500000e+05 29570 49.5 5 25.0 23.0 24.0 1.220000e+05 29572 49.5 6 23.0 21.0 24.0 1.927973e+05 29579 39.5 5 32.0 19.0 18.0 7.400000e+05 29581 29.5 5 12.0 11.0 11.0 1.420000e+05 29582 39.5 6 10.0 7.0 15.0 1.600000e+05 29583 39.5 6 21.0 16.0 16.0 2.200000e+05 29586 39.5 5 9.0 7.0 8.0 1.500000e+05 29587 21.0 5 6.0 1.0 1.0 1.526172e+05 29591 49.5 5 42.0 29.0 29.0 4.200000e+04 29592 49.5 5 29.0 26.0 26.0 4.500000e+05 29598 29.5 6 14.0 10.0 10.0 1.400000e+05 29601 39.5 5 28.0 20.0 20.0 1.830000e+05 29603 59.5 5 36.0 32.0 32.0 1.520000e+05 29607 39.5 6 17.0 7.0 12.0 1.570000e+05 29610 49.5 4 23.0 22.0 35.0 1.400000e+05 29612 39.5 5 18.0 15.0 16.0 2.400000e+05 29615 39.5 5 12.0 11.0 16.0 1.750000e+05 29619 49.5 5 26.0 23.0 25.0 1.450000e+05 29622 39.5 3 9.0 9.0 9.0 1.850000e+05 29624 49.5 5 36.0 23.0 23.0 1.823793e+05 29626 59.5 5 43.0 35.0 42.0 1.966000e+05 29633 39.5 5 12.0 10.0 10.0 1.300000e+05 29635 29.5 5 12.0 8.0 8.0 2.000000e+05 29638 29.5 5 10.0 5.0 5.0 1.450000e+05 29640 39.5 5 17.0 13.0 13.0 2.500000e+05 29641 49.5 2 25.0 25.0 25.0 1.510000e+05 29643 39.5 5 11.0 9.0 9.0 1.300000e+05 29645 29.5 3 22.0 13.0 13.0 2.750000e+05 29653 59.5 5 43.0 40.0 40.0 1.928221e+05 29655 29.5 6 10.0 7.0 7.0 1.719117e+05 29658 39.5 5 25.0 17.0 16.0 2.200000e+05 29660 29.5 5 6.0 1.0 1.0 9.500000e+04 29661 39.5 3 5.0 1.0 17.0 1.511004e+05 29662 39.5 6 25.0 15.0 16.0 2.050000e+05 29663 29.5 3 14.0 12.0 12.0 1.500000e+05 29666 29.5 3 20.0 16.0 11.0 5.000000e+05 29667 39.5 6 25.0 10.0 16.0 2.000000e+05 29670 39.5 5 28.0 18.0 16.0 1.719364e+05 29671 65.0 5 43.0 41.0 36.0 0.000000e+00 29678 49.5 5 27.0 27.0 27.0 1.500000e+05 29683 29.5 7 12.0 4.0 10.0 7.000000e+04 29685 39.5 6 12.0 12.0 12.0 2.500000e+05 29687 49.5 5 25.0 20.0 23.0 5.000000e+04 29688 29.5 5 13.0 5.0 8.0 1.614936e+05 29693 39.5 5 17.0 15.0 16.0 1.719364e+05 29694 49.5 6 19.0 8.0 27.0 1.550000e+05 29696 29.5 3 13.0 12.0 12.0 1.600000e+05 29698 39.5 3 13.0 12.0 12.0 1.960000e+05 29701 59.5 5 40.0 32.0 32.0 1.600000e+05 29702 49.5 5 40.0 32.0 32.0 1.823793e+05 29703 49.5 5 30.0 25.0 24.0 8.000000e+04 29704 29.5 6 10.0 7.0 7.0 1.000000e+05 29705 39.5 3 28.0 10.0 10.0 1.700000e+05 29707 29.5 5 9.0 8.0 10.0 1.614936e+05 29711 39.5 5 16.0 10.0 10.0 1.550000e+05 29712 65.0 4 35.0 35.0 38.0 1.881476e+05 29716 39.5 5 15.0 11.0 11.0 2.000000e+05 29718 39.5 3 30.0 15.0 17.0 1.050000e+05 29719 39.5 5 18.0 15.0 15.0 1.400000e+05 29721 29.5 6 12.0 3.0 3.0 1.034400e+05 29726 39.5 5 6.0 5.0 16.0 1.310000e+05 29727 29.5 3 22.0 16.0 16.0 1.650000e+05 29728 49.5 5 10.0 10.0 20.0 1.150000e+05 29729 59.5 0 48.0 30.0 35.0 1.407318e+05 29731 21.0 5 7.0 1.0 0.0 1.400000e+05 29734 39.5 6 20.0 11.0 11.0 1.480000e+05 29739 29.5 5 3.0 2.0 7.0 1.450000e+05 29741 29.5 6 5.0 3.0 3.0 1.719117e+05 29742 39.5 5 18.0 15.0 15.0 1.500000e+05 29743 29.5 6 10.0 5.0 7.0 1.719117e+05 29746 39.5 6 25.0 19.0 19.0 1.823545e+05 29747 39.5 5 15.0 17.0 16.0 1.490000e+05 29750 39.5 6 16.0 14.0 15.0 2.250000e+05 29751 29.5 5 NaN 0.0 8.0 1.614936e+05 29754 59.5 6 44.0 40.0 31.0 7.500000e+04 29756 39.5 6 27.0 23.0 27.0 1.823545e+05 29758 29.5 6 12.0 10.0 10.0 1.400000e+05 29761 49.5 5 30.0 30.0 40.0 1.800000e+05 29763 59.5 6 41.0 34.0 35.0 2.032401e+05 29765 49.5 6 40.0 15.0 25.0 4.500000e+05 29766 49.5 4 28.0 20.0 20.0 1.719612e+05 29768 39.5 7 9.0 9.0 15.0 2.500000e+05 29770 39.5 5 26.0 24.0 21.0 9.700000e+05 29773 39.5 2 12.0 0.0 17.0 1.406823e+05 29776 49.5 5 34.0 22.0 31.0 1.900000e+05 29777 49.5 3 25.0 23.0 26.0 2.500000e+05 29782 29.5 5 13.0 7.0 7.0 2.100000e+05 29783 59.5 5 22.0 15.0 43.0 1.400000e+05 29784 49.5 3 42.0 40.0 25.0 1.615432e+05 29787 29.5 5 15.0 10.0 12.0 2.140000e+05 29789 59.5 5 43.0 34.0 34.0 1.050000e+05 29790 49.5 6 33.0 24.0 24.0 1.927973e+05 29793 59.5 3 30.0 30.0 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15.0 16.0 1.800000e+05 32644 59.5 5 42.0 38.0 33.0 1.928221e+05 32651 39.5 5 25.0 20.0 20.0 1.800000e+05 32652 39.5 6 24.0 24.0 24.0 1.350000e+05 32656 29.5 5 7.0 4.0 4.0 1.350000e+05 32657 39.5 3 15.0 9.0 9.0 2.500000e+05 32664 39.5 5 24.0 17.0 17.0 2.800000e+05 32668 39.5 7 30.0 10.0 10.0 1.200000e+05 32670 39.5 5 25.0 15.0 16.0 1.400000e+05 32676 59.5 5 32.0 24.0 33.0 1.928221e+05 32677 39.5 6 38.0 27.0 27.0 1.800000e+05 32681 29.5 5 8.0 6.0 8.0 1.614936e+05 32686 59.5 3 40.0 36.0 36.0 1.600000e+05 32688 29.5 5 13.0 8.0 8.0 1.614936e+05 32693 39.5 5 20.0 15.0 16.0 1.719364e+05 32695 39.5 5 5.0 3.0 5.0 1.300000e+05 32698 29.5 5 12.0 4.0 4.0 2.300000e+05 32699 39.5 5 6.0 3.0 13.0 1.350000e+05 32701 49.5 5 42.0 25.0 25.0 1.200000e+05 32711 39.5 5 1.0 1.0 1.0 1.100000e+05 32715 29.5 4 8.0 7.0 14.0 2.000000e+05 32721 39.5 5 15.0 11.0 12.0 2.000000e+05 32724 39.5 5 20.0 13.0 13.0 1.950000e+05 32728 59.5 5 38.0 33.0 33.0 1.600000e+05 32730 29.5 5 8.0 4.0 7.0 1.050000e+05 32733 59.5 6 43.0 36.0 32.0 1.740000e+05 32735 29.5 5 10.0 2.0 7.0 7.500000e+04 32736 29.5 5 9.0 4.0 4.0 1.330000e+05 32737 39.5 5 7.0 6.0 16.0 1.440000e+05 32739 39.5 5 25.0 18.0 18.0 4.750000e+05 32740 39.5 6 15.0 13.0 15.0 1.800000e+05 32741 39.5 5 25.0 14.0 16.0 1.901000e+05 32745 39.5 3 5.0 2.0 2.0 1.050000e+05 32750 29.5 2 15.0 6.0 9.0 1.113000e+05 32754 21.0 5 7.0 5.0 3.0 4.350000e+04 32757 21.0 5 10.0 4.0 0.0 1.526172e+05 32758 39.5 5 25.0 19.0 25.0 1.000000e+05 32759 29.5 5 20.0 10.0 14.0 1.650000e+05 32761 29.5 5 10.0 8.0 8.0 1.100000e+05 32766 29.5 5 11.0 2.0 8.0 1.614936e+05 32767 29.5 6 20.0 3.0 7.0 1.719117e+05 32768 39.5 6 25.0 23.0 18.0 5.200000e+05 32769 39.5 5 12.0 11.0 11.0 2.550000e+05 32773 29.5 5 12.0 10.0 8.0 2.000000e+05 32786 59.5 5 43.0 4.0 32.0 5.200000e+04 32792 29.5 5 13.0 3.0 2.0 1.250000e+05 32793 49.5 6 39.0 20.0 24.0 3.000000e+05 32795 59.5 6 36.0 30.0 36.0 2.032401e+05 32796 39.5 2 29.0 26.0 26.0 2.500000e+05 32797 49.5 3 26.0 23.0 23.0 1.800000e+05 32806 29.5 7 14.0 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5.0 7.0 1.150000e+05 32875 49.5 5 40.0 30.0 35.0 2.750000e+05 32881 39.5 5 18.0 13.0 16.0 1.719364e+05 32885 29.5 3 15.0 14.0 9.0 1.406575e+05 32887 39.5 7 17.0 12.0 15.0 1.927725e+05 32893 59.5 7 36.0 35.0 31.0 1.500000e+05 32896 21.0 5 9.0 3.0 3.0 1.200000e+05 32898 39.5 6 12.0 5.0 20.0 4.000000e+05 32899 29.5 4 15.0 9.0 9.0 1.400000e+05 32900 59.5 5 40.0 37.0 38.0 1.100000e+04 32901 29.5 5 18.0 2.0 14.0 1.200000e+05 32902 39.5 5 15.0 10.0 16.0 1.719364e+05 32908 39.5 5 3.0 3.0 3.0 1.200000e+05 32909 39.5 5 22.0 18.0 22.0 8.000000e+04 32911 39.5 5 11.0 8.0 16.0 1.350000e+05 32912 49.5 5 28.0 25.0 28.0 1.700000e+05 32913 39.5 6 30.0 20.0 16.0 2.000000e+05 32914 39.5 6 14.0 12.0 12.0 2.300000e+05 32918 29.5 5 10.0 7.0 7.0 1.050000e+05 32925 29.5 5 4.0 4.0 4.0 1.200000e+05 32926 29.5 5 3.0 2.0 7.0 1.070000e+05 32927 49.5 5 28.0 23.0 28.0 1.900000e+05 32930 29.5 3 6.0 5.0 5.0 8.200000e+04 32935 29.5 3 9.0 4.0 4.0 1.400000e+05 32941 29.5 6 9.0 1.0 1.0 1.719117e+05 32944 29.5 5 10.0 7.0 8.0 1.800000e+05 32951 39.5 4 6.0 3.0 16.0 1.615184e+05 32952 49.5 5 25.0 20.0 24.0 2.100000e+05 32956 29.5 5 11.0 8.0 9.0 1.300000e+05 32968 59.5 7 45.0 35.0 31.0 5.000000e+04 32972 65.0 5 49.0 46.0 40.0 7.000000e+05 32973 39.5 5 25.0 22.0 16.0 1.719364e+05 32974 59.5 5 35.0 30.0 35.0 2.500000e+05 32979 39.5 5 20.0 17.0 17.0 2.200000e+05 32982 29.5 5 10.0 7.0 8.0 1.614936e+05 32987 39.5 5 42.0 27.0 27.0 1.719364e+05 32996 39.5 6 21.0 19.0 21.0 1.760000e+05 32998 29.5 5 13.0 4.0 4.0 1.000000e+05 33002 29.5 5 9.0 4.0 4.0 2.200000e+05 33004 39.5 5 19.0 16.0 16.0 1.300000e+05 33005 39.5 5 24.0 15.0 15.0 1.950000e+05 33006 29.5 5 8.0 0.0 0.0 1.000000e+05 33010 39.5 3 6.0 5.0 21.0 1.511004e+05 33011 49.5 7 30.0 20.0 24.0 2.450000e+05 33015 29.5 5 11.0 6.0 6.0 1.600000e+05 33016 59.5 6 40.0 40.0 40.0 1.900000e+05 33025 59.5 4 40.0 33.0 33.0 2.000000e+05 33026 49.5 6 25.0 20.0 20.0 1.800000e+05 33033 49.5 7 12.0 12.0 14.0 2.300000e+05 33034 39.5 5 25.0 15.0 16.0 2.500000e+05 33036 29.5 6 8.0 3.0 4.0 1.400000e+05 33039 39.5 5 17.0 15.0 15.0 2.600000e+05 33043 29.5 5 7.0 4.0 4.0 1.000000e+05 33047 29.5 5 16.0 7.0 8.0 1.614936e+05 33057 39.5 5 20.0 12.0 16.0 1.880000e+05 33060 21.0 4 5.0 1.0 1.0 1.421992e+05 33064 39.5 5 21.0 17.0 17.0 1.050000e+05 33066 29.5 5 8.0 1.0 1.0 7.000000e+04 33067 29.5 5 10.0 5.0 8.0 1.700000e+05 33075 39.5 5 12.0 10.0 10.0 1.100000e+05 33082 49.5 5 30.0 24.0 25.0 2.000000e+05 33083 49.5 5 40.0 27.0 27.0 1.823793e+05 33086 39.5 6 30.0 18.0 15.0 1.823545e+05 33093 39.5 5 11.0 9.0 9.0 1.520000e+05 33096 59.5 5 35.0 38.0 32.0 1.650000e+05 33101 39.5 6 35.0 28.0 12.0 2.300000e+05 33102 59.5 0 33.0 33.0 35.0 1.320000e+05 33109 65.0 7 51.0 47.0 50.0 2.050000e+05 33111 21.0 4 4.0 3.0 3.0 8.000000e+04 33112 39.5 6 21.0 16.0 16.0 1.000000e+05 33116 29.5 5 10.0 7.0 8.0 1.139400e+05 33118 49.5 6 30.0 26.0 24.0 2.250000e+05 33122 39.5 2 20.0 6.0 25.0 1.800000e+05 33126 39.5 6 11.0 10.0 12.0 1.250000e+05 33131 29.5 6 16.0 6.0 8.0 3.250000e+05 33141 29.5 5 14.0 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1.800000e+05 33239 29.5 5 12.0 11.0 8.0 1.614936e+05 33240 29.5 4 8.0 5.0 6.0 1.060000e+05 33246 21.0 5 7.0 2.0 1.0 1.800000e+05 33250 39.5 5 22.0 15.0 16.0 1.500000e+05 33251 65.0 6 50.0 50.0 48.0 1.650000e+05 33254 39.5 3 37.0 24.0 34.0 3.000000e+05 33255 21.0 2 10.0 8.0 2.0 1.100000e+05 33261 29.5 5 8.0 3.0 7.0 1.200000e+05 33263 29.5 5 15.0 11.0 11.0 1.340000e+05 33265 39.5 5 25.0 15.0 25.0 5.750000e+05 33266 39.5 3 12.0 1.0 16.0 6.500000e+04 33269 29.5 3 11.0 10.0 9.0 2.500000e+05 33272 49.5 5 10.0 5.0 4.0 2.800000e+05 33273 29.5 5 14.0 10.0 10.0 2.013000e+05 33275 59.5 5 44.0 35.0 36.0 1.250000e+05 33282 49.5 5 28.0 25.0 25.0 6.000000e+05 33286 49.5 2 32.0 23.0 26.0 1.400000e+05 33293 29.5 5 15.0 11.0 12.0 1.614936e+05 33294 29.5 5 5.0 2.0 8.0 1.614936e+05 33308 39.5 3 20.0 16.0 16.0 2.800000e+05 33309 39.5 5 11.0 9.0 16.0 1.719364e+05 33310 49.5 6 25.0 14.0 23.0 1.450000e+05 33311 21.0 5 12.0 6.0 0.0 1.040000e+05 33313 39.5 5 8.0 7.0 16.0 1.800000e+05 33316 29.5 5 17.0 5.0 7.0 1.030000e+05 33317 49.5 5 38.0 33.0 33.0 1.400000e+05 33318 21.0 6 5.0 2.0 2.0 8.500000e+04 33320 49.5 5 29.0 25.0 29.0 2.000000e+05 33324 29.5 5 4.0 1.0 7.0 1.050000e+05 33326 39.5 5 25.0 19.0 19.0 1.719364e+05 33327 39.5 6 15.0 12.0 12.0 2.600000e+05 33331 59.5 6 46.0 42.0 32.0 2.032401e+05 33332 39.5 5 24.0 14.0 14.0 1.760000e+05 33333 39.5 5 27.0 21.0 22.0 1.719364e+05 33334 49.5 6 25.0 23.0 23.0 1.130000e+05 33336 39.5 3 28.0 15.0 15.0 2.500000e+05 33346 39.5 5 20.0 20.0 17.0 2.700000e+05 33349 39.5 5 9.0 9.0 29.0 1.530000e+05 33354 39.5 7 15.0 12.0 16.0 1.700000e+05 33357 39.5 5 27.0 16.0 27.0 1.719364e+05 33360 29.5 5 17.0 12.0 10.0 1.614936e+05 33363 39.5 6 29.0 17.0 18.0 1.900000e+05 33366 39.5 6 8.0 5.0 5.0 1.620000e+05 33371 59.5 7 10.0 2.0 15.0 1.500000e+05 33374 39.5 5 17.0 16.0 20.0 1.350000e+05 33375 29.5 5 7.0 3.0 7.0 1.100000e+05 33376 29.5 6 17.0 12.0 12.0 8.000000e+05 33382 29.5 6 16.0 12.0 12.0 1.890000e+05 33383 39.5 4 25.0 20.0 20.0 1.800000e+05 33384 49.5 6 10.0 10.0 24.0 1.927973e+05 33385 39.5 5 25.0 18.0 18.0 8.200000e+04 33387 49.5 3 20.0 20.0 26.0 2.600000e+05 33390 39.5 4 15.0 11.0 16.0 1.050000e+05 33395 29.5 5 13.0 9.0 10.0 2.000000e+05 33403 29.5 5 10.0 4.0 4.0 9.000000e+04 33408 39.5 5 30.0 20.0 20.0 1.750000e+05 33410 39.5 4 8.0 6.0 12.0 1.000000e+05 33414 39.5 6 19.0 13.0 16.0 2.750000e+05 33417 29.5 5 10.0 10.0 7.0 1.010000e+05 33421 21.0 5 10.0 2.0 3.0 2.130000e+05 33427 39.5 5 14.0 11.0 11.0 1.500000e+05 33431 39.5 3 25.0 19.0 19.0 1.800000e+05 33432 29.5 5 14.0 10.0 10.0 1.350000e+05 33433 39.5 6 19.0 12.0 12.0 1.380000e+05 33441 29.5 7 14.0 8.0 6.0 1.800000e+05 33442 39.5 6 11.0 11.0 15.0 8.450000e+04 33443 29.5 5 16.0 12.0 12.0 1.260000e+05 33445 39.5 6 18.0 13.0 13.0 1.300000e+05 33446 39.5 5 15.0 14.0 16.0 1.500000e+05 33447 29.5 5 9.0 6.0 6.0 1.610000e+05 33449 39.5 2 10.0 8.0 17.0 1.406823e+05 33457 59.5 3 43.0 42.0 43.0 1.600000e+05 33458 21.0 5 16.0 3.0 3.0 1.800000e+05 33466 59.5 5 43.0 37.0 32.0 1.200000e+05 33467 49.5 3 18.0 16.0 25.0 1.615432e+05 33479 29.5 6 6.0 6.0 8.0 1.650000e+05 33491 49.5 5 40.0 25.0 24.0 1.823793e+05 33494 29.5 5 16.0 6.0 6.0 1.400000e+05 33495 29.5 5 11.0 6.0 7.0 6.250000e+04 33496 49.5 6 12.0 10.0 24.0 1.927973e+05 33497 39.5 5 22.0 18.0 18.0 1.956330e+05 33499 29.5 5 10.0 9.0 8.0 3.000000e+05 33501 29.5 5 11.0 10.0 10.0 1.550000e+05 33503 0.0 6 40.0 38.0 -17.0 1.411054e+05 33505 29.5 5 18.0 10.0 10.0 4.000000e+05 33509 29.5 4 4.0 2.0 2.0 8.600000e+04 33511 29.5 5 8.0 3.0 3.0 8.200000e+04 33513 39.5 6 19.0 10.0 10.0 1.300000e+05 33517 29.5 6 7.0 4.0 7.0 1.719117e+05 33529 39.5 6 23.0 19.0 14.0 6.620000e+05 33538 39.5 3 35.0 15.0 15.0 1.511004e+05 33539 49.5 4 41.0 31.0 24.0 0.000000e+00 33541 29.5 5 8.0 5.0 5.0 1.400000e+05 33545 39.5 6 20.0 15.0 15.0 1.950000e+05 33546 39.5 5 23.0 15.0 23.0 3.500000e+05 33548 39.5 3 21.0 15.0 19.0 8.000000e+04 33550 29.5 6 9.0 6.0 6.0 1.719117e+05 33557 29.5 5 14.0 12.0 8.0 1.614936e+05 33566 39.5 5 19.0 15.0 15.0 1.719364e+05 33569 49.5 5 39.0 24.0 23.0 2.205000e+05 33571 29.5 5 9.0 5.0 5.0 1.800000e+05 33572 65.0 7 48.0 48.0 36.0 2.000000e+05 33577 29.5 5 4.0 2.0 7.0 1.030000e+05 33587 39.5 5 22.0 19.0 19.0 1.650000e+05 33592 39.5 3 30.0 19.0 19.0 1.475000e+05 33595 39.5 5 16.0 12.0 16.0 2.000000e+05 33601 49.5 3 25.0 23.0 25.0 1.615432e+05 33604 29.5 6 15.0 10.0 10.0 1.719117e+05 33605 29.5 4 6.0 3.0 8.0 7.300000e+04 33610 49.5 5 29.0 27.0 27.0 3.200000e+05 33619 39.5 4 0.0 20.0 20.0 1.000000e+05 33620 29.5 5 7.0 2.0 2.0 4.800000e+04 33628 29.5 5 11.0 9.0 10.0 8.000000e+04 33629 21.0 5 6.0 2.0 6.0 1.080000e+05 33631 39.5 6 27.0 7.0 15.0 1.823545e+05 33633 29.5 5 5.0 2.0 2.0 1.100000e+05 33647 29.5 5 18.0 10.0 10.0 1.200000e+05 33650 29.5 5 13.0 3.0 7.0 8.250000e+04 33658 49.5 5 20.0 15.0 25.0 1.700000e+05 33659 39.5 3 15.0 2.0 16.0 8.750000e+04 33661 39.5 5 23.0 18.0 19.0 6.000000e+05 33668 29.5 7 20.0 11.0 5.0 1.440000e+05 33670 49.5 6 26.0 23.0 23.0 1.927973e+05 33671 39.5 2 21.0 13.0 17.0 5.000000e+04 33678 29.5 5 19.0 6.0 7.0 3.381670e+05 33684 39.5 5 20.0 14.0 16.0 1.719364e+05 33687 29.5 5 8.0 4.0 8.0 1.800000e+05 33688 49.5 5 25.0 21.0 23.0 1.680000e+05 33692 39.5 5 5.0 3.0 16.0 1.500000e+05 33693 29.5 6 15.0 9.0 9.0 1.719117e+05 33696 29.5 5 9.0 4.0 4.0 1.421200e+05 33704 49.5 5 20.0 18.0 23.0 7.000000e+05 33705 39.5 5 18.0 16.0 20.0 8.500000e+04 33706 59.5 5 30.0 30.0 34.0 1.650000e+05 33707 29.5 5 18.0 10.0 10.0 1.500000e+05 33710 49.5 5 24.0 22.0 22.0 1.823793e+05 33714 29.5 5 9.0 6.0 6.0 1.450000e+05 33715 39.5 6 10.0 5.0 5.0 1.700000e+05 33718 39.5 5 25.0 15.0 15.0 1.100000e+05 33720 49.5 5 27.0 22.0 23.0 1.850000e+05 33723 49.5 5 12.0 8.0 8.0 8.300000e+04 33725 29.5 5 17.0 12.0 9.0 4.000000e+05 33726 29.5 7 13.0 6.0 6.0 1.250000e+05 33727 29.5 5 8.0 8.0 10.0 1.850000e+05 33733 39.5 5 18.0 12.0 14.0 1.760000e+05 33736 29.5 5 10.0 10.0 10.0 5.500000e+05 33737 49.5 5 37.0 27.0 27.0 1.300000e+05 33740 29.5 5 19.0 12.0 12.0 1.560000e+05 33746 39.5 4 15.0 10.0 10.0 8.400000e+04 33749 21.0 5 7.0 2.0 2.0 8.800000e+04 33750 29.5 5 15.0 12.0 12.0 1.550000e+05 33752 39.5 5 10.0 6.0 6.0 1.719364e+05 33754 39.5 3 30.0 22.0 18.0 3.200000e+05 33755 39.5 7 15.0 7.0 15.0 1.927725e+05 33760 39.5 5 20.0 18.0 18.0 1.800000e+05 33763 29.5 5 7.0 3.0 3.0 1.030000e+05 33764 29.5 5 11.0 4.0 7.0 1.100000e+05 33765 59.5 6 43.0 21.0 32.0 1.500000e+05 33770 29.5 5 12.0 5.0 5.0 1.290000e+05 33773 29.5 3 11.0 9.0 9.0 1.450000e+05 33777 29.5 5 15.0 2.0 2.0 8.000000e+04 33781 49.5 6 25.0 7.0 23.0 8.000000e+04 33787 29.5 6 5.0 2.0 7.0 1.719117e+05 33790 39.5 4 16.0 14.0 14.0 1.350000e+05 33796 29.5 6 10.0 8.0 8.0 2.250000e+05 33797 39.5 5 32.0 14.0 16.0 1.976000e+05 33804 39.5 7 36.0 25.0 26.0 1.927725e+05 33806 39.5 5 23.0 18.0 16.0 1.350000e+05 33808 49.5 5 30.0 25.0 24.0 2.000000e+05 33810 29.5 6 4.0 3.0 10.0 1.200000e+05 33811 29.5 5 12.0 7.0 6.0 7.500000e+04 33813 39.5 6 13.0 13.0 13.0 1.300000e+05 33818 39.5 5 12.0 10.0 11.0 1.250000e+05 33823 59.5 5 44.0 40.0 41.0 1.928221e+05 33825 49.5 5 40.0 27.0 27.0 1.750000e+05 33826 39.5 5 32.0 20.0 20.0 3.250000e+05 33830 29.5 5 11.0 7.0 7.0 1.650000e+05 33831 39.5 5 22.0 17.0 16.0 1.650000e+05 33833 39.5 6 17.0 15.0 15.0 1.750000e+05 33836 39.5 3 25.0 18.0 17.0 1.150000e+05 33840 39.5 5 7.0 6.0 22.0 9.200000e+04 33844 29.5 5 12.0 10.0 10.0 1.500000e+05 33845 29.5 6 10.0 5.0 7.0 1.250000e+05 33847 39.5 5 1.0 5.0 15.0 9.000000e+04 33855 39.5 5 5.0 4.0 16.0 1.719364e+05 33858 29.5 6 8.0 2.0 2.0 7.500000e+04 33861 39.5 5 26.0 17.0 17.0 1.719364e+05 33862 29.5 5 13.0 10.0 8.0 1.650000e+05 33865 39.5 5 24.0 18.0 17.0 1.719364e+05 33881 59.5 5 42.0 37.0 37.0 9.500000e+04 33887 39.5 5 24.0 16.0 12.0 2.000000e+05 33892 39.5 5 21.0 15.0 16.0 1.400000e+05 33895 39.5 6 10.0 9.0 10.0 1.900000e+05 33901 29.5 6 8.0 4.0 4.0 7.200000e+04 33902 29.5 3 19.0 7.0 13.0 2.300000e+05 33905 49.5 6 34.0 31.0 31.0 2.200000e+05 33910 29.5 5 6.0 2.0 7.0 8.000000e+04 33914 39.5 5 28.0 19.0 19.0 1.847040e+05 33917 21.0 5 10.0 2.0 2.0 2.700000e+05 33918 49.5 3 43.0 23.0 35.0 1.250000e+05 33921 59.5 5 44.0 40.0 32.0 1.250000e+05 33922 29.5 5 NaN NaN 8.0 1.614936e+05 33926 39.5 5 10.0 9.0 10.0 2.300000e+05 33929 65.0 4 27.0 27.0 38.0 1.881476e+05 33931 29.5 5 8.0 6.0 6.0 1.000000e+05 33933 39.5 3 26.0 24.0 24.0 1.400000e+05 33934 59.5 6 42.0 38.0 38.0 1.650000e+05 33935 21.0 3 3.0 0.0 1.0 7.000000e+04 33943 39.5 5 25.0 16.0 16.0 1.912270e+05 33944 29.5 7 8.0 3.0 6.0 1.100000e+05 33947 29.5 6 5.0 5.0 7.0 1.200000e+05 33948 29.5 6 7.0 1.0 1.0 1.200000e+05 33949 29.5 5 13.0 9.0 9.0 1.250000e+05 33953 29.5 5 14.0 9.0 9.0 1.586180e+05 33956 49.5 6 25.0 20.0 24.0 1.927973e+05 33958 29.5 5 5.0 5.0 8.0 1.700000e+05 33961 65.0 4 45.0 40.0 46.0 1.300000e+05 33962 29.5 4 8.0 4.0 8.0 9.000000e+04 33968 29.5 5 15.0 13.0 13.0 1.140010e+05 33969 29.5 5 16.0 11.0 7.0 1.200000e+05 33972 39.5 6 17.0 14.0 14.0 1.500000e+05 33974 49.5 5 43.0 27.0 27.0 2.200000e+05 33978 39.5 6 11.0 11.0 11.0 1.850000e+05 33982 59.5 4 30.0 30.0 30.0 1.824040e+05 33984 39.5 5 3.0 2.0 11.0 4.500000e+04 33985 29.5 7 11.0 5.0 5.0 3.630000e+05 33988 49.5 5 30.0 30.0 24.0 1.550000e+05 33990 39.5 6 18.0 10.0 15.0 1.823545e+05 33994 39.5 5 28.0 16.0 16.0 2.400000e+05 34019 65.0 7 50.0 45.0 36.0 2.194017e+05 34020 39.5 7 20.0 9.0 15.0 1.340000e+05 34027 21.0 2 7.0 3.0 4.0 1.300000e+05 34028 29.5 5 14.0 8.0 8.0 1.850000e+05 34029 39.5 5 19.0 13.0 13.0 2.150000e+05 34035 49.5 5 7.0 6.0 16.0 1.150000e+05 34036 39.5 5 11.0 10.0 13.0 1.850000e+05 34040 59.5 6 40.0 35.0 32.0 2.000000e+05 34042 49.5 3 40.0 30.0 25.0 1.615432e+05 34043 49.5 6 23.0 22.0 22.0 1.280000e+05 34047 49.5 5 40.0 2.0 5.0 8.000000e+04 34050 29.5 6 12.0 7.0 7.0 1.719117e+05 34054 49.5 5 35.0 25.0 24.0 1.200000e+05 34060 29.5 5 9.0 7.0 7.0 1.200000e+05 34063 21.0 4 8.0 2.0 2.0 1.500000e+05 34065 59.5 5 43.0 25.0 25.0 2.000000e+05 34076 49.5 6 30.0 27.0 24.0 2.800000e+05 34077 49.5 3 25.0 25.0 25.0 1.100000e+05 34079 29.5 7 18.0 4.0 4.0 3.500000e+05 34083 29.5 5 11.0 6.0 6.0 1.300000e+05 34100 29.5 5 14.0 10.0 10.0 1.614936e+05 34101 39.5 7 30.0 22.0 25.0 1.100000e+05 34104 39.5 6 20.0 15.0 15.0 4.000000e+05 34106 29.5 5 11.0 9.0 10.0 1.614936e+05 34107 49.5 3 15.0 15.0 15.0 2.000000e+05 34108 39.5 5 4.0 2.0 3.0 1.600000e+05 34109 39.5 6 20.0 15.0 15.0 2.000000e+05 34112 29.5 5 15.0 11.0 10.0 1.450000e+05 34114 49.5 7 40.0 20.0 20.0 2.500000e+05 34116 49.5 6 30.0 28.0 28.0 1.320000e+05 34117 39.5 5 35.0 24.0 16.0 1.510000e+05 34118 49.5 3 27.0 25.0 25.0 2.020000e+05 34120 29.5 5 9.0 5.0 5.0 1.750000e+05 34124 39.5 5 31.0 18.0 18.0 1.719364e+05 34125 29.5 3 13.0 13.0 13.0 2.150000e+05 34135 29.5 3 13.0 7.0 7.0 1.150000e+05 34137 21.0 6 16.0 3.0 0.0 1.630353e+05 34143 29.5 5 14.0 8.0 9.0 1.400000e+05 34144 49.5 3 8.0 6.0 8.0 1.600000e+05 34145 39.5 5 22.0 18.0 18.0 1.600000e+05 34147 29.5 5 10.0 6.0 6.0 1.200000e+05 34149 39.5 6 30.0 10.0 10.0 2.500000e+05 34151 29.5 5 13.0 9.0 9.0 2.000000e+05 34162 49.5 6 15.0 10.0 10.0 1.927973e+05 34165 39.5 5 8.0 5.0 10.0 1.719364e+05 34168 59.5 3 35.0 23.0 34.0 1.664000e+05 34173 39.5 5 11.0 11.0 18.0 5.000000e+05 34176 59.5 5 42.0 42.0 42.0 2.250000e+05 34177 29.5 5 12.0 7.0 8.0 1.614936e+05 34183 59.5 6 43.0 40.0 32.0 1.200000e+05 34185 21.0 5 7.0 3.0 3.0 1.280000e+05 34187 39.5 5 12.0 8.0 10.0 1.500000e+05 34189 49.5 3 10.0 10.0 22.0 6.500000e+04 34192 39.5 6 18.0 13.0 16.0 3.000000e+05 34195 39.5 5 35.0 19.0 19.0 1.640000e+05 34196 39.5 6 14.0 12.0 14.0 1.313000e+05 34198 39.5 5 20.0 12.0 12.0 2.000000e+05 34200 39.5 6 22.0 19.0 19.0 3.300000e+05 34202 29.5 5 14.0 7.0 7.0 2.250000e+05 34208 49.5 5 20.0 18.0 18.0 1.500000e+05 34210 39.5 5 28.0 20.0 20.0 2.250000e+05 34211 65.0 7 50.0 33.0 33.0 2.194017e+05 34218 29.5 5 12.0 10.0 10.0 4.000000e+05 34225 29.5 5 18.0 2.0 3.0 8.000000e+04 34226 29.5 5 29.0 13.0 7.0 1.200000e+05 34229 39.5 7 9.0 3.0 15.0 2.350000e+05 34233 29.5 5 15.0 11.0 11.0 9.500000e+04 34242 49.5 5 34.0 12.0 20.0 2.220000e+05 34244 39.5 5 29.0 17.0 16.0 1.830000e+05 34245 29.5 5 12.0 8.0 8.0 1.870000e+05 34246 49.5 3 27.0 24.0 25.0 9.300000e+04 34248 65.0 5 51.0 51.0 37.0 1.500000e+05 34252 21.0 5 5.0 1.0 4.0 7.500000e+04 34257 49.5 5 25.0 21.0 24.0 1.800000e+05 34261 21.0 5 9.0 3.0 3.0 1.450000e+05 34263 65.0 5 50.0 45.0 37.0 1.550000e+05 34265 39.5 6 27.0 18.0 20.0 3.569000e+05 34267 39.5 5 13.0 12.0 12.0 2.800000e+05 34268 39.5 5 15.0 11.0 11.0 1.719364e+05 34271 29.5 5 17.0 6.0 6.0 1.700000e+05 34275 29.5 7 11.0 10.0 7.0 1.823297e+05 34281 39.5 6 17.0 14.0 14.0 1.300000e+05 34282 39.5 3 23.0 15.0 17.0 2.250000e+05 34283 39.5 3 13.0 11.0 22.0 6.900000e+04 34284 39.5 6 27.0 20.0 15.0 1.823545e+05 34293 59.5 5 40.0 40.0 40.0 1.700000e+05 34297 29.5 6 14.0 2.0 2.0 1.600000e+05 34298 29.5 6 20.0 15.0 8.0 2.750000e+05 34304 39.5 5 18.0 14.0 16.0 1.600000e+05 34309 49.5 5 34.0 27.0 27.0 1.650000e+05 34318 29.5 5 2.0 1.0 7.0 7.500000e+04 34319 29.5 5 7.0 5.0 10.0 1.500000e+05 34325 39.5 3 4.0 2.0 4.0 1.511004e+05 34326 49.5 5 30.0 15.0 23.0 2.280000e+05 34327 29.5 5 11.0 8.0 11.0 1.920000e+05 34328 49.5 7 30.0 26.0 28.0 2.032154e+05 34332 39.5 5 20.0 20.0 20.0 1.560000e+05 34335 39.5 5 34.0 23.0 24.0 2.500000e+05 34338 29.5 5 15.0 12.0 12.0 1.640000e+05 34339 49.5 3 20.0 20.0 26.0 3.000000e+05 34340 29.5 5 13.0 4.0 4.0 1.600000e+05 34342 39.5 6 10.0 NaN 15.0 1.560000e+05 34350 39.5 4 20.0 10.0 16.0 7.500000e+04 34356 49.5 6 38.0 24.0 24.0 2.000000e+05 34364 29.5 5 12.0 8.0 8.0 1.620000e+05 34366 49.5 5 35.0 31.0 31.0 1.750000e+05 34369 29.5 5 2.0 1.0 1.0 9.500000e+04 34373 29.5 6 13.0 7.0 7.0 1.144000e+05 34374 65.0 6 51.0 40.0 36.0 1.550000e+05 34378 29.5 5 5.0 4.0 7.0 9.500000e+04 34383 39.5 6 25.0 23.0 24.0 1.350000e+05 34384 49.5 3 29.0 26.0 25.0 1.768000e+05 34390 29.5 5 12.0 4.0 4.0 1.400000e+05 34392 29.5 5 3.0 2.0 2.0 7.500000e+04 34394 29.5 1 8.0 6.0 10.0 1.400000e+05 34395 59.5 7 25.0 25.0 25.0 1.800000e+05 34396 49.5 5 28.0 24.0 24.0 1.823793e+05 34401 29.5 5 13.0 7.0 7.0 2.350000e+05 34402 29.5 5 16.0 10.0 8.0 2.400000e+05 34403 29.5 5 11.0 9.0 10.0 1.269060e+05 34404 21.0 5 12.0 3.0 3.0 1.526172e+05 34413 0.0 5 16.0 6.0 6.0 1.400000e+05 34423 49.5 6 38.0 31.0 25.0 1.650000e+05 34427 29.5 6 13.0 5.0 5.0 1.719117e+05 34428 39.5 5 21.0 17.0 17.0 1.100000e+05 34433 39.5 5 7.0 5.0 5.0 9.000000e+04 34439 39.5 5 25.0 22.0 16.0 2.600000e+05 34442 29.5 5 18.0 11.0 8.0 2.400000e+05 34443 39.5 3 1.0 0.0 17.0 1.511004e+05 34444 29.5 6 NaN NaN 7.0 1.719117e+05 34445 39.5 3 33.0 11.0 11.0 1.550000e+05 34450 49.5 6 25.0 22.0 25.0 3.200000e+05 34451 39.5 2 23.0 17.0 17.0 1.510000e+05 34453 39.5 5 9.0 5.0 13.0 2.400000e+05 34455 49.5 5 43.0 32.0 32.0 1.900000e+05 34459 21.0 5 6.0 3.0 3.0 8.700000e+04 34461 59.5 3 15.0 10.0 15.0 1.719860e+05 34468 39.5 5 19.0 2.0 22.0 1.350000e+05 34471 21.0 3 10.0 5.0 1.0 1.350000e+05 34478 49.5 6 7.0 7.0 24.0 2.050000e+05 34480 59.5 2 13.0 12.0 47.0 1.615679e+05 34481 39.5 4 30.0 23.0 23.0 2.250000e+05 34483 49.5 5 33.0 29.0 29.0 2.120000e+05 34484 49.5 3 5.0 3.0 33.0 7.000000e+04 34489 39.5 6 15.0 11.0 11.0 1.500000e+05 34492 29.5 5 17.0 12.0 12.0 1.800000e+05 34497 49.5 5 35.0 27.0 29.0 2.500000e+05 34501 39.5 5 27.0 19.0 16.0 1.500000e+05 34504 29.5 5 18.0 8.0 8.0 1.080000e+05 34505 49.5 3 25.0 25.0 26.0 2.100000e+05 34508 29.5 6 8.0 3.0 7.0 1.350000e+05 34512 29.5 6 13.0 9.0 13.0 2.000000e+05 34513 39.5 5 25.0 15.0 15.0 1.719364e+05 34516 29.5 5 15.0 9.0 10.0 1.900000e+05 34517 49.5 6 40.0 28.0 30.0 1.927973e+05 34521 39.5 7 23.0 14.0 14.0 1.450000e+05 34525 49.5 6 25.0 20.0 24.0 1.927973e+05 34537 49.5 3 24.0 21.0 25.0 1.000000e+05 34540 39.5 5 23.0 17.0 17.0 1.725000e+05 34541 39.5 4 15.0 10.0 22.0 1.000000e+05 34542 29.5 5 12.0 1.0 8.0 1.614936e+05 34543 29.5 5 15.0 14.0 8.0 2.070000e+05 34549 39.5 6 22.0 18.0 20.0 1.600000e+05 34550 29.5 5 8.0 2.0 2.0 9.700000e+04 34557 21.0 4 10.0 2.0 1.0 7.700000e+04 34558 29.5 5 9.0 7.0 7.0 1.355000e+05 34563 49.5 6 25.0 23.0 23.0 2.080000e+05 34566 39.5 3 22.0 22.0 22.0 1.200000e+06 34567 49.5 5 33.0 27.0 27.0 1.823793e+05 34569 29.5 5 8.0 8.0 8.0 6.500000e+04 34572 29.5 5 12.0 8.0 7.0 1.029690e+05 34573 0.0 6 10.0 5.0 -17.0 1.411054e+05 34575 49.5 4 30.0 24.0 25.0 2.350000e+05 34576 29.5 5 9.0 5.0 7.0 1.100000e+05 34577 39.5 5 10.0 8.0 16.0 1.310000e+05 34580 39.5 6 16.0 5.0 13.0 1.823545e+05 34582 49.5 6 20.0 16.0 16.0 3.500000e+05 34587 29.5 5 9.0 5.0 5.0 8.000000e+04 34592 39.5 6 12.0 10.0 10.0 1.646000e+05 34597 29.5 5 15.0 NaN 7.0 1.200000e+05 34599 39.5 5 22.0 12.0 15.0 1.950000e+05 34605 29.5 5 15.0 11.0 10.0 5.500000e+05 34607 29.5 5 14.0 6.0 6.0 2.060000e+05 34609 39.5 5 15.0 12.0 16.0 1.719364e+05 34611 21.0 3 7.0 3.0 5.0 7.000000e+04 34613 39.5 5 13.0 9.0 13.0 2.500000e+05 34614 29.5 5 13.0 5.0 7.0 1.300000e+05 34615 65.0 5 40.0 30.0 37.0 1.600000e+05 34617 49.5 6 32.0 27.0 25.0 1.927973e+05 34618 39.5 4 17.0 14.0 14.0 1.500000e+05 34620 39.5 6 26.0 27.0 16.0 2.500000e+05 34621 39.5 5 24.0 24.0 24.0 1.309700e+05 34623 39.5 3 28.0 20.0 25.0 1.320000e+05 34624 29.5 5 8.0 5.0 5.0 1.640000e+05 34625 21.0 5 9.0 2.0 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22.0 24.0 1.260000e+05 34901 39.5 6 7.0 4.0 5.0 1.420000e+05 34903 39.5 5 9.0 7.0 7.0 1.500000e+05 34904 65.0 5 51.0 51.0 37.0 1.985656e+05 34910 39.5 5 4.0 3.0 3.0 2.350000e+05 34913 39.5 7 25.0 20.0 15.0 1.500000e+05 34915 29.5 5 6.0 2.0 2.0 4.400000e+04 34916 29.5 5 12.0 8.0 8.0 2.500000e+05 34929 29.5 3 5.0 3.0 3.0 9.600000e+04 34932 49.5 6 22.0 7.0 23.0 1.430000e+05 34935 65.0 5 27.0 25.0 37.0 1.985656e+05 34936 39.5 5 20.0 10.0 20.0 1.000000e+05 34938 49.5 6 25.0 20.0 21.0 1.927973e+05 34941 39.5 6 14.0 10.0 9.0 1.500000e+05 34943 39.5 5 25.0 21.0 17.0 3.150000e+05 34944 49.5 3 32.0 26.0 26.0 1.750000e+05 34945 29.5 5 10.0 6.0 5.0 1.200000e+05 34947 29.5 5 14.0 7.0 8.0 1.500000e+05 34949 29.5 5 21.0 9.0 9.0 1.700000e+05 34950 29.5 5 6.0 1.0 1.0 1.400000e+05 34954 29.5 5 11.0 8.0 11.0 3.360000e+05 34958 59.5 5 27.0 27.0 33.0 1.928221e+05 34959 39.5 6 23.0 15.0 15.0 2.260000e+05 34962 39.5 6 27.0 10.0 25.0 3.300000e+05 34969 29.5 3 10.0 5.0 5.0 1.250000e+05 34970 29.5 6 12.0 4.0 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1.500000e+05 35143 39.5 5 30.0 22.0 22.0 1.719364e+05 35144 29.5 5 7.0 5.0 7.0 1.020000e+05 35149 39.5 5 20.0 18.0 20.0 1.850000e+05 35153 29.5 5 9.0 5.0 5.0 1.745000e+05 35154 29.5 6 11.0 5.0 5.0 1.600000e+05 35157 29.5 3 20.0 17.0 17.0 2.900000e+05 35160 39.5 5 26.0 24.0 16.0 1.500000e+05 35161 39.5 6 15.0 12.0 15.0 1.500000e+05 35163 39.5 7 7.0 7.0 14.0 8.500000e+04 35165 39.5 5 25.0 24.0 25.0 1.300000e+05 35179 39.5 5 20.0 18.0 16.0 1.400000e+05 35182 29.5 5 12.0 7.0 9.0 3.100000e+05 35183 39.5 2 10.0 2.0 17.0 1.406823e+05 35186 49.5 5 8.0 7.0 20.0 1.250000e+05 35187 39.5 5 18.0 15.0 17.0 1.719364e+05 35188 29.5 3 14.0 3.0 10.0 8.300000e+04 35197 39.5 5 13.0 9.0 25.0 4.300000e+05 35201 29.5 5 17.0 7.0 7.0 3.780000e+05 35206 39.5 2 22.0 19.0 22.0 1.406823e+05 35207 59.5 3 50.0 45.0 45.0 1.580000e+05 35209 39.5 3 25.0 14.0 14.0 9.000000e+04 35210 39.5 4 17.0 12.0 12.0 1.615184e+05 35212 49.5 5 32.0 25.0 25.0 1.823793e+05 35213 49.5 6 40.0 22.0 24.0 2.300000e+05 35214 49.5 3 32.0 28.0 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2.200000e+05 35570 59.5 6 40.0 33.0 33.0 2.032401e+05 35571 29.5 5 5.0 1.0 1.0 1.614936e+05 35577 29.5 3 14.0 11.0 11.0 1.730000e+05 35578 39.5 6 24.0 20.0 20.0 1.823545e+05 35579 29.5 5 15.0 10.0 10.0 1.500000e+05 35581 39.5 3 17.0 14.0 14.0 4.000000e+05 35582 59.5 7 40.0 25.0 31.0 1.600000e+05 35584 21.0 3 6.0 3.0 3.0 1.400000e+05 35585 39.5 5 15.0 12.0 16.0 2.750000e+05 35586 29.5 5 18.0 10.0 8.0 1.614936e+05 35590 29.5 3 15.0 11.0 11.0 1.750000e+05 35594 39.5 3 22.0 16.0 21.0 2.500000e+05 35599 39.5 5 16.0 14.0 16.0 2.450000e+05 35601 29.5 5 8.0 6.0 14.0 1.100000e+05 35603 39.5 5 15.0 11.0 11.0 2.000000e+05 35605 39.5 5 22.0 15.0 15.0 1.250000e+05 35608 49.5 7 30.0 24.0 24.0 1.300000e+05 35609 49.5 5 25.0 21.0 21.0 1.800000e+05 35610 21.0 5 10.0 4.0 1.0 2.600000e+05 35617 39.5 6 25.0 22.0 22.0 2.950000e+05 35619 39.5 3 7.0 5.0 7.0 1.650000e+05 35620 39.5 6 10.0 10.0 22.0 1.200000e+06 35627 29.5 7 10.0 5.0 5.0 1.823297e+05 35629 39.5 7 25.0 10.0 17.0 5.000000e+05 35630 49.5 7 31.0 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20.0 16.0 16.0 1.719364e+05 35693 29.5 5 12.0 5.0 5.0 3.420000e+05 35694 39.5 5 8.0 3.0 15.0 6.700000e+04 35696 59.5 4 25.0 25.0 25.0 1.170000e+05 35698 29.5 5 15.0 7.0 8.0 1.700000e+05 35701 49.5 5 27.0 26.0 27.0 1.750000e+05 35705 29.5 5 15.0 11.0 8.0 1.700000e+05 35708 49.5 5 28.0 27.0 35.0 1.155000e+05 35711 39.5 6 25.0 16.0 15.0 1.750000e+05 35714 65.0 4 38.0 38.0 38.0 1.750000e+05 35716 49.5 5 29.0 20.0 20.0 1.230000e+05 35717 39.5 5 21.0 12.0 13.0 2.250000e+05 35719 29.5 5 10.0 6.0 8.0 2.030000e+05 35720 39.5 3 14.0 14.0 14.0 1.860000e+05 35721 29.5 5 6.0 3.0 3.0 1.108000e+05 35724 29.5 5 10.0 7.0 7.0 1.750000e+05 35727 39.5 7 12.0 3.0 1.0 3.000000e+05 35728 29.5 5 17.0 11.0 11.0 2.500000e+05 35730 39.5 5 8.0 5.0 5.0 1.500000e+05 35732 49.5 3 1.0 0.0 24.0 1.200000e+04 35733 59.5 6 25.0 20.0 35.0 0.000000e+00 35734 39.5 5 27.0 20.0 20.0 2.550000e+05 35738 29.5 5 11.0 7.0 7.0 1.450000e+05 35742 29.5 5 12.0 8.0 7.0 1.300000e+05 35743 39.5 5 24.0 20.0 17.0 3.800000e+05 35747 49.5 5 31.0 25.0 26.0 2.300000e+05 35748 39.5 5 27.0 20.0 26.0 2.500000e+05 35749 39.5 5 25.0 15.0 15.0 5.000000e+05 35751 29.5 4 2.0 1.0 12.0 9.000000e+04 35756 39.5 7 25.0 12.0 12.0 1.850000e+05 35757 29.5 5 13.0 8.0 9.0 2.300000e+05 35762 49.5 6 30.0 21.0 24.0 1.927973e+05 35765 39.5 5 26.0 19.0 19.0 2.400000e+05 35767 49.5 5 13.0 10.0 10.0 4.500000e+04 35770 39.5 5 16.0 12.0 15.0 9.200000e+04 35771 39.5 2 20.0 19.0 19.0 1.900000e+05 35772 29.5 5 9.0 4.0 11.0 1.480000e+05 35775 49.5 4 23.0 23.0 26.0 3.500000e+05 35777 39.5 5 25.0 17.0 17.0 2.500000e+05 35783 49.5 5 37.0 15.0 24.0 1.823793e+05 35787 39.5 5 25.0 21.0 21.0 1.712820e+05 35791 39.5 5 7.0 7.0 7.0 1.400000e+05 35793 59.5 5 45.0 36.0 32.0 1.800000e+05 35795 59.5 5 31.0 30.0 31.0 2.000000e+05 35796 39.5 5 12.0 8.0 16.0 2.200000e+05 35797 39.5 6 20.0 17.0 17.0 4.000000e+05 35798 21.0 5 6.0 6.0 2.0 6.900000e+04 35800 29.5 3 12.0 6.0 6.0 1.713600e+05 35801 29.5 6 16.0 6.0 12.0 9.800000e+04 35806 49.5 5 35.0 25.0 24.0 1.823793e+05 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1.600000e+05 35921 49.5 3 25.0 20.0 25.0 1.200000e+05 35922 39.5 5 34.0 24.0 24.0 1.680000e+05 35924 49.5 6 24.0 16.0 24.0 1.927973e+05 35927 29.5 7 2.0 1.0 6.0 1.050000e+05 35928 39.5 5 23.0 10.0 10.0 1.719364e+05 35930 49.5 6 27.0 25.0 25.0 1.800000e+05 35933 29.5 5 12.0 8.0 8.0 2.500000e+05 35938 49.5 5 33.0 26.0 26.0 1.823793e+05 35940 39.5 2 20.0 18.0 17.0 1.406823e+05 35946 29.5 5 10.0 5.0 3.0 1.070000e+05 35948 39.5 6 30.0 20.0 15.0 1.823545e+05 35953 39.5 5 12.0 9.0 10.0 1.120000e+05 35956 49.5 7 25.0 23.0 23.0 1.800000e+05 35962 29.5 5 7.0 3.0 7.0 1.365000e+05 35964 39.5 5 23.0 22.0 22.0 1.650000e+05 35965 39.5 5 23.0 20.0 16.0 1.900000e+05 35968 39.5 6 24.0 17.0 23.0 1.800000e+05 35969 29.5 5 12.0 1.0 7.0 7.500000e+04 35970 39.5 5 32.0 21.0 21.0 2.250000e+05 35975 29.5 5 16.0 12.0 16.0 9.000000e+04 35980 49.5 3 45.0 34.0 25.0 8.000000e+04 35983 29.5 5 10.0 4.0 8.0 1.700000e+05 35986 29.5 5 15.0 12.0 12.0 1.614936e+05 35987 29.5 5 7.0 5.0 8.0 1.900000e+05 35988 49.5 3 30.0 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44.0 30.0 30.0 2.457910e+05 42706 39.5 6 13.0 10.0 10.0 3.000000e+05 42713 29.5 4 15.0 13.0 14.0 1.500000e+05 42714 39.5 6 19.0 3.0 16.0 2.100000e+05 42715 59.5 6 35.0 33.0 35.0 2.032401e+05 42725 29.5 5 14.0 8.0 8.0 0.000000e+00 42729 39.5 6 23.0 18.0 18.0 1.823545e+05 42730 29.5 5 19.0 13.0 13.0 2.250000e+05 42736 39.5 3 25.0 20.0 25.0 1.250000e+05 42738 29.5 5 10.0 2.0 5.0 7.500000e+04 42747 29.5 5 9.0 7.0 7.0 1.200000e+05 42752 49.5 5 33.0 29.0 25.0 2.600000e+05 42763 59.5 3 44.0 40.0 40.0 1.719860e+05 42769 49.5 6 30.0 25.0 24.0 1.600000e+05 42770 29.5 5 15.0 7.0 9.0 4.000000e+05 42773 39.5 5 25.0 12.0 12.0 1.520000e+05 42774 49.5 5 27.0 22.0 24.0 1.823793e+05 42776 29.5 5 10.0 7.0 8.0 1.100000e+05 42785 39.5 6 7.0 7.0 15.0 1.250000e+05 42788 29.5 5 13.0 5.0 8.0 1.550000e+05 42790 39.5 6 15.0 13.0 16.0 2.700000e+05 42795 29.5 5 5.0 3.0 7.0 1.400000e+05 42796 29.5 7 20.0 12.0 6.0 1.600000e+05 42799 39.5 6 25.0 22.0 22.0 1.823545e+05 42800 29.5 5 7.0 7.0 10.0 2.450000e+05 42809 39.5 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1.719117e+05 44216 39.5 5 16.0 15.0 16.0 7.200000e+04 44217 59.5 3 41.0 39.0 42.0 1.120000e+05 44221 29.5 5 8.0 5.0 5.0 1.500000e+05 44229 39.5 6 18.0 10.0 11.0 1.800000e+05 44230 39.5 5 14.0 11.0 11.0 1.810000e+05 44233 29.5 6 10.0 8.0 8.0 1.000000e+05 44234 21.0 5 10.0 1.0 0.0 9.300000e+04 44235 39.5 6 24.0 17.0 15.0 1.823545e+05 44238 29.5 5 9.0 5.0 5.0 1.060000e+05 44244 29.5 5 10.0 14.0 8.0 1.614936e+05 44246 29.5 5 10.0 10.0 10.0 2.200000e+05 44248 59.5 5 30.0 30.0 37.0 1.928221e+05 44254 65.0 5 51.0 35.0 47.0 1.400000e+05 44261 29.5 5 9.0 4.0 7.0 6.500000e+04 44264 29.5 5 10.0 7.0 5.0 1.300000e+05 44266 29.5 6 9.0 3.0 7.0 1.719117e+05 44273 49.5 5 33.0 26.0 25.0 5.000000e+05 44278 39.5 5 33.0 22.0 22.0 1.200000e+05 44283 39.5 3 23.0 23.0 17.0 1.511004e+05 44285 39.5 5 8.0 6.0 16.0 1.719364e+05 44290 29.5 5 11.0 7.0 7.0 1.080000e+05 44294 29.5 4 2.0 0.0 1.0 7.500000e+04 44296 39.5 4 15.0 15.0 30.0 9.600000e+04 44301 29.5 5 12.0 10.0 8.0 2.500000e+05 44303 39.5 5 20.0 17.0 20.0 7.800000e+04 44309 49.5 3 20.0 20.0 27.0 9.500000e+04 44315 29.5 5 18.0 3.0 8.0 1.560000e+05 44321 39.5 6 22.0 18.0 15.0 1.750000e+05 44324 39.5 3 28.0 23.0 23.0 3.000000e+05 44331 65.0 6 41.0 39.0 39.0 2.500000e+02 44336 39.5 5 25.0 20.0 20.0 1.719364e+05 44340 21.0 5 6.0 4.0 4.0 1.450000e+05 44344 49.5 5 35.0 18.0 18.0 1.850000e+05 44350 39.5 4 7.0 2.0 3.0 6.500000e+04 44353 59.5 6 44.0 16.0 31.0 1.070000e+05 44354 29.5 5 19.0 10.0 18.0 2.800000e+05 44359 49.5 5 26.0 20.0 25.0 2.000000e+05 44363 59.5 6 40.0 38.0 38.0 2.300000e+05 44372 39.5 5 11.0 9.0 11.0 1.500000e+05 44373 21.0 4 5.0 1.0 0.0 6.700000e+04 44377 39.5 3 17.0 12.0 20.0 1.900000e+05 44382 39.5 5 18.0 12.0 13.0 1.400000e+05 44392 29.5 5 11.0 10.0 10.0 1.600000e+05 44396 29.5 5 15.0 10.0 10.0 1.293980e+05 44397 21.0 2 8.0 5.0 2.0 6.000000e+04 44400 49.5 3 45.0 36.0 36.0 2.600000e+05 44410 39.5 5 23.0 19.0 22.0 2.600000e+05 44413 29.5 5 11.0 8.0 7.0 6.000000e+04 44420 49.5 6 25.0 23.0 25.0 1.500000e+05 44429 29.5 5 7.0 3.0 3.0 1.050000e+05 44430 49.5 3 23.0 23.0 25.0 1.750000e+05 44431 21.0 5 6.0 2.0 0.0 9.500000e+04 44433 29.5 6 6.0 2.0 7.0 1.200000e+05 44448 29.5 5 7.0 5.0 7.0 1.190000e+05 44453 21.0 2 10.0 7.0 2.0 1.213631e+05 44456 29.5 6 12.0 5.0 6.0 7.200000e+04 44457 59.5 5 40.0 38.0 33.0 1.928221e+05 44460 65.0 5 50.0 32.0 35.0 1.300000e+05 44461 49.5 3 43.0 38.0 38.0 1.700000e+05 44464 65.0 3 47.0 43.0 38.0 1.777295e+05 44465 29.5 5 8.0 5.0 6.0 1.200000e+05 44471 29.5 4 10.0 8.0 8.0 1.250000e+05 44478 29.5 5 12.0 3.0 3.0 1.700000e+05 44480 29.5 5 11.0 7.0 7.0 1.300000e+05 44481 29.5 5 6.0 3.0 3.0 9.000000e+04 44482 29.5 5 9.0 5.0 4.0 1.614936e+05 44483 29.5 3 6.0 4.0 13.0 1.100000e+05 44486 29.5 5 11.0 8.0 8.0 1.800000e+05 44487 29.5 7 8.0 2.0 6.0 1.530000e+05 44490 29.5 6 7.0 5.0 7.0 2.000000e+05 44491 29.5 5 12.0 8.0 8.0 1.250000e+05 44500 59.5 6 37.0 33.0 32.0 2.150000e+05 44503 39.5 5 27.0 27.0 27.0 3.000000e+05 44506 39.5 5 9.0 7.0 18.0 1.100000e+05 44512 29.5 5 7.0 7.0 7.0 9.600000e+04 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1.620000e+05 44607 29.5 5 13.0 5.0 7.0 2.800000e+01 44608 39.5 5 26.0 17.0 17.0 1.200000e+05 44612 39.5 5 10.0 10.0 10.0 1.000000e+05 44613 39.5 5 13.0 13.0 22.0 3.300000e+05 44615 49.5 3 25.0 22.0 23.0 2.000000e+05 44624 39.5 7 16.0 10.0 16.0 1.780000e+05 44625 49.5 5 27.0 24.0 24.0 1.600000e+05 44626 29.5 5 13.0 8.0 7.0 1.500000e+05 44628 29.5 4 9.0 7.0 7.0 1.280000e+05 44630 39.5 5 6.0 5.0 16.0 1.160000e+05 44636 29.5 5 3.0 2.0 15.0 5.300000e+04 44637 29.5 6 2.0 2.0 7.0 1.010000e+05 44644 49.5 5 25.0 25.0 24.0 1.400000e+05 44654 29.5 5 12.0 12.0 12.0 2.100000e+05 44661 49.5 5 35.0 24.0 25.0 2.500000e+05 44666 29.5 2 16.0 16.0 16.0 4.800000e+05 44669 21.0 6 7.0 2.0 0.0 1.020000e+05 44670 29.5 5 10.0 7.0 8.0 1.614936e+05 44672 49.5 4 40.0 27.0 35.0 1.750000e+05 44676 59.5 5 40.0 36.0 36.0 1.200000e+05 44679 29.5 5 8.0 3.0 3.0 1.650000e+05 44681 39.5 5 20.0 7.0 20.0 1.120000e+05 44686 29.5 5 11.0 4.0 4.0 1.600000e+05 44688 21.0 5 4.0 1.0 0.0 1.526172e+05 44689 39.5 5 33.0 22.0 22.0 3.000000e+05 44703 49.5 5 33.0 27.0 27.0 1.262560e+05 44708 29.5 3 6.0 5.0 9.0 1.406575e+05 44709 29.5 5 10.0 5.0 6.0 8.500000e+04 44711 29.5 3 16.0 3.0 9.0 1.406575e+05 44713 39.5 6 23.0 23.0 23.0 1.020000e+05 44719 29.5 4 7.0 5.0 8.0 1.300000e+05 44721 39.5 6 8.0 7.0 15.0 1.770000e+05 44722 49.5 5 28.0 24.0 24.0 1.823793e+05 44723 29.5 7 10.0 NaN 7.0 1.823297e+05 44737 39.5 5 9.0 5.0 15.0 1.100000e+05 44742 29.5 5 12.0 8.0 8.0 1.750000e+05 44753 21.0 5 8.0 2.0 0.0 7.500000e+04 44762 39.5 3 22.0 20.0 20.0 1.250000e+05 44764 29.5 5 10.0 6.0 6.0 1.050000e+05 44767 39.5 5 12.0 0.0 16.0 2.400000e+05 44768 21.0 5 6.0 0.0 1.0 6.800000e+04 44771 49.5 5 30.0 22.0 22.0 2.200000e+05 44779 49.5 6 33.0 33.0 33.0 1.600000e+05 44781 65.0 3 51.0 49.0 50.0 1.000000e+05 44787 29.5 5 20.0 8.0 8.0 2.320000e+05 44792 29.5 7 8.0 3.0 3.0 5.000000e+04 44798 29.5 5 7.0 5.0 7.0 1.550000e+05 44799 21.0 5 8.0 0.0 0.0 8.500000e+04 44803 39.5 5 20.0 13.0 16.0 1.719364e+05 44805 39.5 6 10.0 10.0 15.0 1.670000e+05 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3.514270e+05 50059 39.5 3 20.0 15.0 17.0 1.540000e+05 50062 29.5 6 12.0 9.0 10.0 7.000000e+04 50063 29.5 5 14.0 10.0 12.0 3.540000e+05 50064 39.5 3 16.0 14.0 16.0 2.250000e+05 50073 39.5 5 15.0 15.0 20.0 1.719364e+05 50076 49.5 6 40.0 29.0 29.0 9.500000e+04 50078 29.5 5 4.0 1.0 7.0 6.000000e+04 50079 49.5 6 28.0 23.0 23.0 1.600000e+05 50084 39.5 5 28.0 15.0 16.0 1.719364e+05 50087 49.5 7 35.0 30.0 23.0 2.032154e+05 50090 29.5 5 2.0 0.0 6.0 6.400000e+04 50091 39.5 5 22.0 19.0 19.0 1.300000e+05 50103 29.5 5 9.0 6.0 8.0 1.200000e+05 50108 39.5 6 13.0 12.0 16.0 2.500000e+05 50114 39.5 3 8.0 7.0 7.0 1.350000e+05 50115 39.5 3 35.0 23.0 17.0 1.511004e+05 50116 49.5 7 34.0 33.0 34.0 1.760000e+05 50118 29.5 5 10.0 7.0 7.0 2.250000e+05 50127 29.5 5 12.0 7.0 9.0 3.500000e+05 50132 29.5 5 5.0 3.0 7.0 1.500000e+05 50134 29.5 5 5.0 4.0 5.0 1.614936e+05 50135 29.5 5 13.0 7.0 7.0 1.050000e+05 50136 39.5 5 10.0 6.0 16.0 1.420000e+05 50138 49.5 3 31.0 28.0 28.0 2.000000e+05 50140 65.0 3 51.0 45.0 39.0 3.000000e+05 50142 65.0 3 51.0 51.0 38.0 1.200000e+05 50143 39.5 5 10.0 8.0 8.0 7.500000e+04 50147 29.5 5 7.0 2.0 3.0 8.000000e+04 50152 29.5 5 12.0 7.0 7.0 1.500000e+05 50155 29.5 5 9.0 4.0 4.0 1.614936e+05 50166 29.5 2 22.0 12.0 12.0 1.310000e+05 50168 39.5 4 8.0 7.0 16.0 1.330000e+05 50173 65.0 3 51.0 32.0 38.0 1.777295e+05 50174 59.5 6 42.0 42.0 42.0 1.400000e+05 50175 39.5 6 21.0 19.0 18.0 2.570000e+05 50182 29.5 5 7.0 3.0 7.0 8.400000e+04 50186 29.5 7 8.0 4.0 4.0 2.500000e+05 50190 39.5 5 25.0 10.0 16.0 1.719364e+05 50191 29.5 3 3.0 1.0 8.0 6.500000e+04 50192 59.5 5 35.0 31.0 33.0 1.928221e+05 50196 39.5 7 25.0 16.0 15.0 1.350000e+05 50203 21.0 5 8.0 2.0 0.0 6.500000e+04 50204 29.5 5 9.0 5.0 5.0 7.000000e+04 50210 39.5 6 18.0 17.0 15.0 1.823545e+05 50218 39.5 5 25.0 4.0 25.0 1.719364e+05 50220 39.5 5 11.0 11.0 11.0 1.300000e+05 50221 29.5 5 18.0 14.0 10.0 1.920000e+05 50226 59.5 6 29.0 29.0 32.0 1.750000e+05 50233 39.5 7 17.0 13.0 13.0 1.600000e+05 50241 49.5 5 42.0 30.0 30.0 2.000000e+05 50242 29.5 5 15.0 11.0 11.0 2.450000e+05 50243 21.0 5 5.0 1.0 1.0 8.200000e+04 50250 21.0 3 5.0 5.0 1.0 4.000000e+04 50252 49.5 5 25.0 23.0 21.0 1.823793e+05 50263 49.5 5 40.0 30.0 31.0 1.850000e+05 50266 29.5 5 14.0 5.0 7.0 1.220000e+05 50271 29.5 6 6.0 5.0 5.0 1.400000e+05 50279 39.5 5 10.0 9.0 15.0 9.200000e+04 50282 39.5 5 29.0 20.0 20.0 2.000000e+05 50295 39.5 5 18.0 14.0 15.0 9.800000e+04 50300 39.5 6 18.0 8.0 13.0 2.430000e+05 50307 39.5 5 22.0 17.0 17.0 2.300000e+05 50308 29.5 6 5.0 4.0 7.0 1.719117e+05 50310 29.5 7 14.0 4.0 7.0 1.823297e+05 50314 29.5 5 7.0 3.0 6.0 8.000000e+04 50320 29.5 5 10.0 8.0 7.0 1.000000e+05 50322 49.5 6 38.0 27.0 27.0 1.200000e+05 50325 39.5 5 5.0 4.0 16.0 1.750000e+05 50329 39.5 7 14.0 12.0 8.0 1.600000e+05 50331 49.5 6 36.0 30.0 27.0 7.500000e+05 50332 39.5 6 11.0 9.0 9.0 1.300000e+05 50340 29.5 3 11.0 5.0 5.0 1.406575e+05 50347 49.5 5 27.0 23.0 23.0 2.400000e+05 50359 29.5 5 10.0 5.0 5.0 7.800000e+04 50362 49.5 5 23.0 21.0 23.0 1.380000e+05 50365 65.0 5 34.0 29.0 50.0 7.000000e+04 50367 29.5 5 10.0 7.0 6.0 2.000000e+05 50370 39.5 5 20.0 20.0 22.0 2.300000e+05 50379 49.5 5 28.0 24.0 24.0 2.840000e+05 50380 59.5 6 40.0 36.0 36.0 1.800000e+05 50381 29.5 5 12.0 6.0 7.0 7.995000e+04 50392 21.0 3 5.0 2.0 2.0 8.400000e+04 50396 29.5 3 15.0 9.0 10.0 2.000000e+05 50398 29.5 5 12.0 5.0 8.0 1.614936e+05 50403 59.5 5 45.0 31.0 21.0 1.300000e+05 50406 29.5 4 3.0 2.0 3.0 1.250000e+05 50408 29.5 5 22.0 16.0 7.0 1.500000e+05 50410 29.5 5 8.0 6.0 7.0 1.250000e+05 50417 39.5 5 25.0 21.0 16.0 1.500000e+05 50426 39.5 3 22.0 7.0 7.0 2.193500e+05 50428 29.5 2 2.0 1.0 14.0 6.000000e+04 50429 39.5 1 8.0 8.0 8.0 1.302643e+05 50438 39.5 5 18.0 12.0 12.0 2.300000e+05 50441 39.5 3 26.0 14.0 14.0 2.213000e+05 50443 39.5 5 18.0 18.0 15.0 3.500000e+05 50459 29.5 5 15.0 12.0 8.0 2.400000e+05 50463 29.5 5 14.0 8.0 8.0 1.550000e+05 50464 39.5 5 16.0 12.0 16.0 1.600000e+05 50465 39.5 6 31.0 7.0 7.0 1.092000e+05 50467 39.5 6 20.0 7.0 15.0 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10.0 9.0 17.0 1.800000e+05 54895 39.5 6 16.0 12.0 12.0 1.080000e+05 54901 65.0 7 48.0 32.0 36.0 2.194017e+05 54902 21.0 3 8.0 0.0 1.0 6.500000e+04 54903 0.0 5 10.0 5.0 5.0 1.300000e+05 54907 39.5 4 17.0 13.0 13.0 1.250000e+05 54908 39.5 5 12.0 9.0 10.0 1.600000e+05 54913 39.5 3 28.0 16.0 16.0 2.000000e+03 54914 39.5 6 26.0 16.0 15.0 1.500000e+05 54917 39.5 5 25.0 15.0 15.0 1.340000e+05 54918 29.5 6 7.0 4.0 7.0 1.719117e+05 54925 39.5 6 26.0 18.0 18.0 8.800000e+04 54930 29.5 5 7.0 3.0 3.0 9.000000e+04 54932 39.5 6 21.0 15.0 15.0 1.330000e+05 54935 29.5 5 20.0 14.0 14.0 3.850000e+05 54936 29.5 5 14.0 10.0 10.0 1.900000e+05 54937 29.5 5 17.0 11.0 8.0 1.550000e+05 54939 39.5 7 11.0 6.0 6.0 2.490300e+05 54944 29.5 6 9.0 3.0 3.0 2.600000e+05 54948 29.5 5 6.0 1.0 5.0 4.200000e+04 54951 65.0 5 44.0 42.0 37.0 1.600000e+05 54952 39.5 2 20.0 14.0 18.0 1.800000e+05 54953 59.5 6 42.0 39.0 32.0 1.800000e+05 54956 39.5 4 28.0 20.0 25.0 1.500000e+05 54961 39.5 6 10.0 6.0 20.0 9.700000e+04 54966 39.5 6 25.0 14.0 15.0 1.800000e+05 54968 59.5 3 40.0 34.0 36.0 1.400000e+05 54973 39.5 5 25.0 12.0 12.0 2.220000e+05 54975 39.5 5 20.0 15.0 16.0 3.750000e+05 54976 49.5 5 42.0 32.0 32.0 1.823793e+05 54984 29.5 5 19.0 19.0 12.0 4.230000e+05 54988 39.5 5 19.0 16.0 17.0 3.400000e+05 54990 29.5 6 13.0 9.0 9.0 1.950000e+05 54991 29.5 5 7.0 6.0 6.0 2.300000e+05 54995 49.5 3 40.0 30.0 30.0 1.000000e+05 54997 65.0 6 50.0 45.0 50.0 1.600000e+05 55009 65.0 7 51.0 51.0 35.0 2.000000e+03 55010 29.5 5 14.0 12.0 12.0 1.614936e+05 55011 49.5 6 30.0 26.0 23.0 1.500000e+05 55014 59.5 6 43.0 35.0 35.0 3.600000e+05 55016 29.5 5 13.0 6.0 5.0 4.000000e+05 55019 39.5 5 23.0 19.0 19.0 9.200000e+04 55024 29.5 3 7.0 7.0 7.0 1.580000e+05 55025 49.5 6 30.0 27.0 27.0 1.700000e+05 55029 39.5 5 25.0 24.0 24.0 1.920000e+05 55032 49.5 5 35.0 12.0 12.0 1.400000e+05 55036 29.5 5 14.0 8.0 8.0 1.690000e+05 55039 29.5 5 15.0 5.0 5.0 9.620000e+04 55040 39.5 6 13.0 6.0 6.0 1.400000e+05 55041 49.5 6 37.0 27.0 23.0 1.500000e+05 55043 39.5 6 20.0 18.0 22.0 3.300000e+05 55053 21.0 5 5.0 2.0 3.0 1.980000e+05 55058 29.5 5 9.0 5.0 6.0 3.000000e+05 55061 39.5 6 17.0 21.0 17.0 1.600000e+05 55066 59.5 3 10.0 4.0 4.0 6.700000e+04 55068 59.5 7 35.0 25.0 33.0 4.500000e+05 55074 49.5 5 25.0 20.0 23.0 2.600000e+05 55078 39.5 6 20.0 18.0 18.0 4.500000e+05 55081 39.5 4 8.0 3.0 8.0 8.000000e+04 55086 29.5 6 10.0 9.0 10.0 3.500000e+05 55089 65.0 6 42.0 40.0 37.0 2.089837e+05 55092 49.5 3 23.0 23.0 23.0 1.500000e+05 55098 29.5 3 18.0 15.0 15.0 1.872000e+05 55101 49.5 2 30.0 30.0 28.0 1.950000e+05 55108 29.5 6 9.0 6.0 8.0 2.500000e+05 55109 39.5 3 17.0 14.0 25.0 5.000000e+04 55114 39.5 5 15.0 10.0 10.0 1.740000e+05 55115 49.5 5 38.0 30.0 30.0 1.800000e+05 55126 49.5 5 42.0 29.0 29.0 2.000000e+05 55133 0.0 5 20.0 15.0 -16.0 1.306873e+05 55136 29.5 4 5.0 3.0 5.0 8.200000e+04 55139 39.5 5 10.0 8.0 8.0 2.400000e+05 55150 21.0 3 10.0 4.0 1.0 1.317811e+05 55158 39.5 4 21.0 20.0 20.0 2.200000e+05 55159 59.5 5 45.0 37.0 33.0 2.300000e+05 55176 49.5 3 39.0 24.0 25.0 1.881580e+05 55178 21.0 5 12.0 0.0 1.0 1.730000e+05 55180 29.5 5 6.0 2.0 2.0 9.500000e+04 55181 49.5 5 17.0 13.0 13.0 1.350000e+05 55184 49.5 5 23.0 15.0 23.0 1.440000e+05 55192 39.5 6 5.0 2.0 15.0 8.500000e+04 55198 21.0 6 10.0 10.0 10.0 1.630353e+05 55203 39.5 3 12.0 10.0 10.0 1.900000e+05 55264 59.5 5 20.0 19.0 19.0 2.060000e+05 55272 21.0 5 7.0 1.0 1.0 1.033000e+05 55317 49.5 7 NaN NaN 23.0 2.032154e+05 55468 29.5 5 10.0 2.0 3.0 1.200000e+05 55520 59.5 5 40.0 37.0 36.0 1.600000e+05 55563 39.5 5 22.0 15.0 16.0 9.200000e+04 55631 49.5 6 35.0 27.0 27.0 1.500000e+05 55690 59.5 3 35.0 30.0 34.0 1.700000e+05 55723 39.5 5 24.0 15.0 15.0 1.719364e+05 55752 49.5 7 25.0 15.0 25.0 1.650000e+05 55779 59.5 6 16.0 15.0 15.0 2.032401e+05 55781 39.5 6 20.0 14.0 15.0 1.500000e+05 55786 21.0 2 6.0 1.0 2.0 1.040000e+05 55799 49.5 5 32.0 30.0 30.0 1.000000e+05 55805 49.5 3 24.0 24.0 28.0 1.190000e+05 55806 21.0 2 13.0 4.0 2.0 1.213631e+05 55843 39.5 3 2.0 1.0 1.0 1.050000e+05 55869 29.5 6 17.0 10.0 10.0 1.300000e+05 55883 49.5 3 35.0 32.0 32.0 2.210000e+05 55914 39.5 5 25.0 17.0 17.0 1.719364e+05 55916 49.5 5 22.0 22.0 24.0 1.823793e+05 55918 29.5 5 10.0 3.0 7.0 1.150000e+05 55927 49.5 5 30.0 25.0 25.0 1.800000e+05 55936 29.5 5 7.0 3.0 3.0 1.400000e+05 55937 59.5 6 47.0 43.0 45.0 3.000000e+05 55941 29.5 5 9.0 8.0 12.0 1.650000e+05 55953 29.5 5 10.0 5.0 7.0 1.200000e+05 55990 21.0 2 13.0 2.0 2.0 1.213631e+05 55992 21.0 5 6.0 2.0 2.0 8.500000e+04 55996 59.5 5 37.0 33.0 33.0 2.200000e+05 56011 29.5 5 15.0 11.0 11.0 1.500000e+05 56018 0.0 5 30.0 20.0 -16.0 1.306873e+05 56043 49.5 7 40.0 25.0 23.0 2.032154e+05 56059 59.5 6 30.0 30.0 32.0 2.032401e+05 56063 29.5 5 11.0 11.0 8.0 2.000000e+05 56066 49.5 5 40.0 28.0 22.0 3.500000e+05 56072 59.5 6 40.0 35.0 32.0 2.032401e+05 56075 59.5 7 34.0 0.0 32.0 2.136582e+05 56076 29.5 5 13.0 10.0 10.0 1.614936e+05 56078 65.0 6 51.0 51.0 36.0 1.000000e+05 56087 21.0 5 13.0 2.0 4.0 1.200000e+05 56088 29.5 5 9.0 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25.0 3.500000e+05 56316 39.5 5 23.0 17.0 16.0 2.000000e+05 56330 21.0 5 11.0 1.0 1.0 2.800000e+05 56333 49.5 5 30.0 30.0 26.0 4.000000e+05 56339 29.5 5 14.0 11.0 7.0 1.150000e+05 56344 39.5 5 20.0 15.0 16.0 1.500000e+05 56347 0.0 3 25.0 23.0 25.0 1.200000e+05 56349 49.5 6 30.0 25.0 30.0 2.500000e+05 56360 39.5 3 25.0 12.0 25.0 1.700000e+05 56376 39.5 5 20.0 14.0 17.0 3.900000e+05 56381 29.5 6 12.0 5.0 8.0 2.000000e+05 56385 39.5 5 18.0 18.0 16.0 2.150000e+05 56393 49.5 5 6.0 3.0 23.0 1.200000e+04 56400 59.5 3 48.0 36.0 44.0 2.000000e+05 56411 39.5 6 10.0 8.0 13.0 3.200000e+05 56417 29.5 5 11.0 8.0 8.0 1.750000e+05 56420 49.5 5 25.0 15.0 24.0 1.823793e+05 56438 29.5 5 12.0 8.0 8.0 2.000000e+05 56452 29.5 5 3.0 3.0 3.0 1.246000e+05 56456 49.5 6 20.0 19.0 20.0 1.600000e+05 56468 29.5 5 6.0 5.0 5.0 5.000000e+04 56469 29.5 6 24.0 12.0 13.0 1.719117e+05 56474 39.5 6 29.0 17.0 17.0 1.800000e+05 56475 39.5 3 20.0 14.0 17.0 1.100000e+05 56476 59.5 5 33.0 32.0 33.0 1.928221e+05 56478 29.5 3 1.0 0.0 1.0 6.500000e+04 56487 29.5 3 7.0 6.0 7.0 9.000000e+04 56492 49.5 6 40.0 23.0 23.0 1.750000e+05 56505 29.5 5 11.0 5.0 5.0 1.343750e+05 56516 39.5 7 20.0 10.0 10.0 2.700000e+05 56520 39.5 7 24.0 19.0 14.0 1.200000e+05 56529 39.5 5 3.0 3.0 15.0 1.000000e+05 56531 29.5 5 15.0 11.0 12.0 1.540000e+05 56534 21.0 2 7.0 3.0 3.0 7.000000e+04 56535 39.5 5 20.0 17.0 17.0 2.250000e+05 56545 29.5 3 9.0 6.0 9.0 1.800000e+05 56547 39.5 5 27.0 17.0 17.0 1.500000e+05 56551 29.5 5 10.0 7.0 14.0 1.450000e+05 56553 29.5 5 12.0 10.0 10.0 1.500000e+05 56554 29.5 4 2.0 0.0 1.0 1.510756e+05 56555 49.5 5 26.0 25.0 26.0 4.000000e+05 56564 49.5 5 25.0 5.0 25.0 2.500000e+05 56566 39.5 5 35.0 7.0 7.0 1.904000e+05 56569 29.5 5 3.0 2.0 7.0 6.000000e+04 56580 39.5 7 27.0 24.0 25.0 7.500000e+05 56589 39.5 5 12.0 8.0 9.0 2.200000e+05 56597 59.5 6 36.0 32.0 32.0 2.600000e+05 56603 29.5 7 16.0 13.0 13.0 3.200000e+05 56606 29.5 6 20.0 11.0 11.0 1.250000e+05 56609 29.5 0 8.0 7.0 7.0 2.200000e+05 56613 65.0 6 40.0 13.0 37.0 2.089837e+05 56617 39.5 5 8.0 8.0 8.0 2.000000e+05 56626 29.5 5 13.0 5.0 11.0 2.130000e+05 56629 29.5 4 20.0 13.0 8.0 1.400000e+05 56650 29.5 5 14.0 11.0 12.0 1.614936e+05 56651 29.5 6 19.0 11.0 7.0 1.300000e+05 56654 21.0 2 8.0 5.0 5.0 1.040000e+05 56655 29.5 5 6.0 4.0 7.0 1.200000e+05 56658 29.5 5 15.0 5.0 5.0 2.100000e+05 56660 21.0 5 6.0 2.0 0.0 1.550000e+05 56662 29.5 6 9.0 4.0 7.0 1.719117e+05 56671 59.5 6 10.0 2.0 31.0 7.000000e+04 56675 59.5 6 41.0 40.0 40.0 1.360000e+05 56684 39.5 5 25.0 13.0 13.0 1.760000e+05 56702 59.5 3 44.0 40.0 40.0 1.600000e+05 56710 39.5 5 19.0 15.0 15.0 1.100000e+05 56717 29.5 6 6.0 0.0 1.0 8.500000e+04 56728 39.5 3 19.0 19.0 17.0 1.730000e+05 56729 29.5 6 13.0 9.0 9.0 2.400000e+05 56737 39.5 5 25.0 40.0 25.0 1.719364e+05 56738 65.0 5 42.0 42.0 42.0 1.985656e+05 56743 29.5 6 4.0 4.0 7.0 1.100000e+05 56744 39.5 6 16.0 16.0 17.0 4.250000e+05 56761 0.0 7 32.0 22.0 -17.0 1.515234e+05 56765 29.5 5 3.0 2.0 11.0 1.700000e+05 56771 49.5 5 42.0 34.0 34.0 2.100000e+05 56787 29.5 3 6.0 6.0 9.0 1.406575e+05 56789 29.5 5 18.0 6.0 6.0 1.614936e+05 56797 59.5 6 42.0 24.0 24.0 2.200000e+05 56803 39.5 5 24.0 20.0 16.0 1.580000e+05 56808 29.5 5 10.0 5.0 8.0 1.614936e+05 56813 59.5 5 44.0 42.0 42.0 1.960000e+05 56822 39.5 6 24.0 19.0 19.0 1.550000e+05 56831 49.5 7 5.0 0.0 23.0 1.750000e+05 56833 0.0 7 45.0 32.0 33.0 1.515234e+05 56848 39.5 5 13.0 10.0 10.0 1.100000e+05 56857 29.5 6 4.0 3.0 8.0 2.150000e+05 56865 39.5 4 22.0 22.0 16.0 1.500000e+05 56867 29.5 6 22.0 12.0 14.0 2.250000e+05 56869 29.5 5 13.0 7.0 7.0 1.219520e+05 56878 49.5 7 12.0 5.0 20.0 2.620000e+05 56897 29.5 5 7.0 3.0 7.0 9.200000e+04 56898 21.0 2 6.0 1.0 2.0 6.000000e+04 56902 49.5 5 32.0 25.0 25.0 9.700000e+04 56918 29.5 6 13.0 13.0 5.0 1.200000e+05 56919 29.5 7 9.0 3.0 1.0 1.400000e+05 56920 29.5 5 11.0 3.0 3.0 1.614936e+05 56922 29.5 5 12.0 7.0 7.0 1.830000e+05 56924 29.5 5 7.0 0.0 0.0 1.640000e+05 56929 29.5 6 14.0 10.0 14.0 2.500000e+05 56934 29.5 5 4.0 2.0 7.0 1.100000e+05 56935 39.5 0 29.0 16.0 16.0 1.700000e+05 56939 49.5 5 43.0 3.0 24.0 1.823793e+05 56942 39.5 5 10.0 9.0 10.0 2.130000e+06 56943 29.5 5 10.0 7.0 7.0 1.375000e+05 56946 39.5 5 25.0 20.0 20.0 1.600000e+05 56949 39.5 6 17.0 9.0 9.0 2.500000e+05 56950 49.5 6 35.0 23.0 23.0 1.000000e+05 56953 39.5 6 20.0 20.0 15.0 1.400000e+05 56957 29.5 6 7.0 3.0 3.0 1.700000e+05 56958 39.5 3 4.0 4.0 16.0 1.400000e+05 56959 39.5 6 20.0 8.0 15.0 6.600000e+04 56967 29.5 5 7.0 5.0 5.0 1.600000e+05 56973 39.5 5 11.0 7.0 7.0 1.040000e+05 56975 39.5 5 12.0 7.0 7.0 1.390000e+05 56983 49.5 3 26.0 20.0 25.0 1.615432e+05 56984 65.0 7 34.0 29.0 35.0 8.000000e+04 56999 49.5 5 41.0 32.0 32.0 1.320000e+05 57001 59.5 5 45.0 40.0 33.0 1.928221e+05 57004 49.5 3 40.0 28.0 26.0 2.500000e+05 57008 0.0 5 12.0 2.0 -16.0 1.306873e+05 57009 39.5 6 33.0 13.0 23.0 1.500000e+05 57013 39.5 5 7.0 4.0 4.0 1.080000e+05 57020 29.5 6 14.0 8.0 7.0 1.270000e+05 57024 29.5 5 9.0 5.0 5.0 1.051000e+05 57027 29.5 5 8.0 6.0 6.0 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5.000000e+04 57130 39.5 6 17.0 14.0 13.0 2.200000e+05 57138 29.5 5 7.0 5.0 8.0 1.564500e+05 57140 29.5 5 11.0 10.0 9.0 3.450000e+05 57148 21.0 3 1.0 0.0 1.0 1.317811e+05 57153 29.5 7 21.0 5.0 7.0 1.750000e+05 57162 39.5 5 19.0 15.0 15.0 1.700000e+05 57163 59.5 7 20.0 20.0 32.0 2.000000e+05 57165 29.5 6 19.0 8.0 8.0 2.500000e+05 57169 39.5 7 27.0 7.0 13.0 1.927725e+05 57174 29.5 3 15.0 10.0 12.0 1.500000e+05 57184 29.5 3 13.0 10.0 16.0 1.850000e+05 57186 65.0 5 16.0 12.0 36.0 9.000000e+04 57188 49.5 6 20.0 18.0 23.0 1.927973e+05 57190 39.5 5 25.0 20.0 25.0 2.300000e+05 57201 29.5 5 10.0 4.0 4.0 1.400000e+05 57241 49.5 3 42.0 12.0 26.0 3.100000e+05 57242 21.0 3 10.0 8.0 8.0 1.580000e+05 57270 29.5 3 6.0 5.0 5.0 8.500000e+04 57278 0.0 5 7.0 4.0 10.0 7.000000e+04 57284 49.5 5 37.0 36.0 24.0 1.823793e+05 57287 29.5 3 12.0 6.0 6.0 1.360000e+05 57290 39.5 5 23.0 18.0 18.0 3.000000e+05 57315 29.5 2 14.0 11.0 11.0 3.000000e+04 57323 29.5 6 10.0 5.0 5.0 9.150000e+04 57334 29.5 5 13.0 7.0 7.0 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15.0 1.500000e+05 57904 29.5 5 18.0 7.0 7.0 1.100000e+05 57906 49.5 3 24.0 15.0 25.0 1.220000e+05 57907 39.5 3 24.0 23.0 23.0 1.850000e+05 57934 29.5 5 9.0 5.0 5.0 1.020000e+05 57936 21.0 3 3.0 0.0 1.0 3.000000e+04 57948 29.5 3 3.0 2.0 10.0 1.950000e+05 57954 59.5 6 42.0 30.0 30.0 1.500000e+05 57957 29.5 6 11.0 3.0 4.0 2.000000e+05 57975 49.5 5 14.0 11.0 24.0 1.500000e+05 58007 29.5 5 10.0 8.0 10.0 1.600000e+05 58011 39.5 5 15.0 12.0 12.0 1.719364e+05 58018 29.5 5 8.0 6.0 6.0 1.614936e+05 58066 39.5 5 23.0 17.0 18.0 5.250000e+05 58073 49.5 5 23.0 21.0 24.0 1.823793e+05 58088 59.5 7 5.0 5.0 5.0 8.400000e+04 58097 65.0 6 45.0 41.0 41.0 1.200000e+05 58098 39.5 5 30.0 17.0 17.0 1.850000e+05 58132 39.5 5 19.0 15.0 15.0 1.500000e+05 58149 59.5 5 25.0 23.0 33.0 1.928221e+05 58154 39.5 0 15.0 12.0 18.0 1.198462e+05 58158 21.0 4 7.0 5.0 4.0 1.000000e+05 58164 21.0 5 7.0 2.0 3.0 9.000000e+04 58166 39.5 7 20.0 7.0 16.0 2.800000e+05 58180 29.5 6 9.0 8.0 7.0 1.470000e+05 58191 65.0 5 47.0 34.0 37.0 1.985656e+05 58195 29.5 5 10.0 2.0 15.0 1.200000e+05 58203 39.5 7 21.0 8.0 14.0 1.150000e+05 58206 59.5 4 45.0 45.0 45.0 2.000000e+05 58207 39.5 3 24.0 18.0 10.0 1.800000e+05 58212 39.5 4 15.0 8.0 8.0 1.615184e+05 58221 29.5 6 6.0 2.0 10.0 2.240000e+05 58226 59.5 6 42.0 35.0 31.0 5.000000e+04 58227 49.5 5 28.0 27.0 25.0 2.186000e+05 58233 49.5 6 35.0 20.0 31.0 1.250000e+05 58238 59.5 4 5.0 3.0 35.0 7.500000e+04 58243 59.5 5 22.0 21.0 23.0 9.800000e+04 58245 29.5 6 13.0 9.0 7.0 1.350000e+05 58248 39.5 5 32.0 23.0 23.0 5.000000e+05 58257 39.5 5 10.0 5.0 5.0 1.250000e+05 58260 39.5 3 30.0 10.0 10.0 4.800000e+04 58262 59.5 5 43.0 39.0 32.0 1.200000e+05 58271 21.0 6 13.0 4.0 4.0 1.250000e+05 58279 29.5 5 11.0 7.0 7.0 1.750000e+05 58280 49.5 7 18.0 14.0 25.0 2.000000e+05 58311 29.5 6 5.0 3.0 4.0 1.400000e+05 58319 21.0 3 6.0 3.0 5.0 2.100000e+05 58320 39.5 5 20.0 16.0 16.0 2.500000e+05 58354 49.5 5 40.0 30.0 35.0 1.700000e+05 58355 29.5 5 10.0 6.0 7.0 1.241480e+05 58359 49.5 5 25.0 22.0 20.0 1.823793e+05 58385 49.5 5 30.0 26.0 26.0 2.250000e+05 58392 59.5 6 46.0 43.0 32.0 2.032401e+05 58396 39.5 7 18.0 11.0 11.0 1.927725e+05 58404 49.5 5 12.0 9.0 21.0 7.300000e+04 58405 65.0 3 51.0 51.0 37.0 7.500000e+04 58424 59.5 6 40.0 27.0 31.0 1.200000e+04 58426 29.5 5 15.0 7.0 11.0 3.000000e+05 58433 39.5 6 25.0 23.0 20.0 1.700000e+05 58436 29.5 5 12.0 7.0 7.0 1.200000e+05 58438 29.5 6 12.0 9.0 7.0 1.719117e+05 58444 21.0 5 4.0 1.0 1.0 6.250000e+04 58445 21.0 5 6.0 1.0 2.0 8.000000e+04 58448 49.5 7 35.0 25.0 23.0 2.250000e+05 58452 29.5 6 12.0 5.0 5.0 1.719117e+05 58478 29.5 6 26.0 11.0 9.0 4.500000e+05 58487 39.5 5 22.0 18.0 18.0 1.440000e+05 58490 21.0 2 2.0 0.0 1.0 2.340000e+04 58504 29.5 5 6.0 5.0 5.0 1.125000e+05 58518 29.5 7 14.0 7.0 4.0 2.260000e+05 58527 49.5 3 18.0 18.0 25.0 1.550000e+05 58539 29.5 5 8.0 4.0 4.0 1.200000e+05 58540 49.5 6 41.0 32.0 32.0 1.927973e+05 58546 49.5 5 32.0 32.0 32.0 2.750000e+05 58549 39.5 6 23.0 17.0 17.0 1.823545e+05 58554 29.5 5 6.0 3.0 3.0 1.080000e+05 58556 29.5 6 6.0 4.0 4.0 6.000000e+04 58558 65.0 5 35.0 35.0 37.0 1.985656e+05 58565 21.0 5 6.0 0.0 0.0 1.526172e+05 58571 29.5 5 5.0 5.0 11.0 1.580000e+05 58576 39.5 7 33.0 10.0 15.0 1.927725e+05 58577 29.5 5 10.0 8.0 7.0 5.000000e+04 58591 65.0 6 30.0 NaN 36.0 1.720000e+05 58600 65.0 7 30.0 28.0 36.0 2.194017e+05 58611 39.5 6 23.0 18.0 16.0 2.870000e+05 58630 21.0 5 9.0 3.0 7.0 6.250000e+04 58631 39.5 5 14.0 10.0 15.0 1.080000e+05 58638 39.5 6 36.0 23.0 23.0 1.720000e+05 58653 49.5 5 23.0 23.0 27.0 2.310000e+05 58655 29.5 5 6.0 6.0 9.0 1.450000e+05 58661 39.5 6 30.0 25.0 30.0 2.500000e+05 58664 49.5 4 43.0 31.0 32.0 1.456000e+05 58667 21.0 5 11.0 2.0 2.0 1.000000e+05 58669 49.5 3 15.0 15.0 25.0 1.700000e+05 58676 29.5 6 14.0 10.0 10.0 2.000000e+05 58683 39.5 5 20.0 13.0 16.0 1.719364e+05 58690 29.5 3 8.0 5.0 14.0 1.000000e+06 58697 29.5 5 13.0 9.0 9.0 2.250000e+05 58703 59.5 5 30.0 27.0 34.0 2.200000e+05 58704 65.0 6 42.0 42.0 37.0 2.089837e+05 58707 29.5 4 12.0 5.0 10.0 1.800000e+05 58708 39.5 5 24.0 15.0 15.0 6.790000e+05 58711 49.5 5 23.0 14.0 32.0 1.350000e+05 58717 21.0 5 13.0 3.0 0.0 1.526172e+05 58722 59.5 6 25.0 11.0 25.0 1.450000e+05 58725 29.5 5 6.0 5.0 6.0 1.600000e+05 58732 29.5 5 5.0 5.0 7.0 1.200000e+05 58734 29.5 6 5.0 2.0 2.0 1.900000e+05 58753 21.0 6 7.0 2.0 0.0 1.250000e+05 58754 39.5 5 7.0 5.0 5.0 1.300000e+05 58759 21.0 5 6.0 2.0 1.0 1.500000e+05 58761 29.5 5 6.0 3.0 5.0 2.050000e+05 58762 39.5 7 15.0 7.0 14.0 6.000000e+04 58770 29.5 2 13.0 10.0 10.0 3.500000e+05 58780 39.5 5 10.0 10.0 10.0 1.380000e+05 58782 29.5 6 11.0 2.0 1.0 2.000000e+05 58783 29.5 5 8.0 4.0 4.0 1.500000e+05 58784 21.0 5 12.0 1.0 2.0 1.300000e+05 58785 49.5 6 30.0 24.0 36.0 1.590000e+05 58786 29.5 5 9.0 4.0 7.0 1.380000e+05 58792 39.5 6 18.0 14.0 15.0 1.650000e+05 58799 29.5 7 15.0 11.0 11.0 5.000000e+05 58800 39.5 5 22.0 18.0 18.0 1.719364e+05 58804 29.5 6 12.0 7.0 7.0 2.300000e+05 58807 39.5 6 25.0 8.0 10.0 3.100000e+05 58810 49.5 5 33.0 32.0 32.0 1.823793e+05 58812 29.5 6 14.0 10.0 7.0 1.200000e+05 58813 65.0 5 48.0 44.0 44.0 1.985656e+05 58814 59.5 5 36.0 33.0 31.0 1.800000e+02 58825 39.5 5 22.0 15.0 25.0 3.200000e+05 58834 29.5 5 12.0 10.0 8.0 1.700000e+05 58839 29.5 5 5.0 3.0 8.0 1.614936e+05 58851 29.5 5 18.0 9.0 8.0 1.614936e+05 58852 39.5 6 23.0 20.0 23.0 1.823545e+05 58856 49.5 5 35.0 25.0 24.0 1.823793e+05 58857 39.5 7 20.0 16.0 10.0 2.000000e+05 58859 29.5 5 16.0 10.0 7.0 7.500000e+03 58860 65.0 6 51.0 45.0 37.0 2.089837e+05 58861 29.5 5 11.0 5.0 5.0 1.200000e+05 58880 59.5 3 29.0 28.0 28.0 1.100000e+05 58883 29.5 6 10.0 5.0 5.0 8.900000e+04 58900 39.5 4 25.0 5.0 16.0 1.150000e+05 58902 29.5 5 12.0 6.0 8.0 2.000000e+05 58918 39.5 6 25.0 18.0 18.0 1.800000e+05 58921 39.5 3 20.0 15.0 17.0 1.570000e+05 58922 29.5 6 5.0 4.0 7.0 1.719117e+05 58925 39.5 5 15.0 14.0 16.0 1.150000e+05 58929 29.5 3 10.0 10.0 10.0 1.406575e+05 58935 21.0 5 9.0 3.0 3.0 8.600000e+04 58939 29.5 5 12.0 6.0 8.0 1.614936e+05 58944 29.5 5 8.0 5.0 5.0 1.000000e+05 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1.650000e+05 61899 29.5 5 14.0 12.0 8.0 1.614936e+05 61901 29.5 5 10.0 7.0 7.0 1.230080e+05 61904 39.5 5 23.0 17.0 17.0 1.750000e+05 61908 29.5 5 15.0 5.0 5.0 1.250000e+05 61910 29.5 5 7.0 4.0 4.0 1.315760e+05 61914 65.0 6 41.0 39.0 36.0 1.250000e+05 61915 21.0 6 5.0 2.0 0.0 1.050000e+05 61918 29.5 5 20.0 8.0 8.0 9.000000e+04 61924 29.5 0 NaN NaN 9.0 6.000000e+01 61925 49.5 5 33.0 24.0 35.0 1.970000e+05 61926 29.5 3 10.0 9.0 9.0 2.200000e+05 61927 29.5 5 14.0 10.0 9.0 3.200000e+05 61928 21.0 3 4.0 2.0 1.0 1.317811e+05 61932 29.5 6 15.0 11.0 7.0 1.500000e+05 61935 39.5 7 19.0 8.0 15.0 1.850000e+05 61938 21.0 2 10.0 4.0 4.0 1.680000e+05 61939 29.5 5 9.0 5.0 7.0 1.400000e+05 61944 29.5 5 7.0 3.0 8.0 1.614936e+05 61949 39.5 3 22.0 10.0 18.0 2.500000e+05 61955 39.5 7 6.0 6.0 15.0 1.927725e+05 61959 39.5 5 10.0 8.0 19.0 1.050000e+05 61964 21.0 5 6.0 2.0 2.0 1.070000e+05 61965 29.5 5 10.0 5.0 5.0 1.400000e+05 61969 59.5 6 40.0 25.0 25.0 2.700000e+05 61972 49.5 6 37.0 17.0 30.0 1.927973e+05 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7.800000e+04 62224 49.5 6 27.0 25.0 25.0 1.350000e+05 62231 39.5 6 20.0 15.0 15.0 2.500000e+05 62236 29.5 5 5.0 3.0 3.0 2.400000e+05 62237 21.0 5 2.0 1.0 6.0 6.340000e+04 62249 29.5 3 8.0 6.0 9.0 2.500000e+05 62252 49.5 7 37.0 20.0 23.0 2.032154e+05 62264 29.5 6 7.0 5.0 7.0 1.400000e+05 62279 49.5 6 35.0 25.0 24.0 1.700000e+05 62293 59.5 6 35.0 25.0 25.0 2.032401e+05 62295 29.5 6 15.0 8.0 10.0 1.719117e+05 62297 39.5 5 5.0 3.0 15.0 1.000000e+05 62303 29.5 5 12.0 8.0 8.0 1.200000e+05 62305 29.5 3 6.0 5.0 8.0 9.500000e+04 62311 39.5 5 19.0 15.0 16.0 1.700000e+05 62317 39.5 5 10.0 NaN 14.0 2.150000e+05 62321 29.5 5 14.0 10.0 10.0 3.000000e+05 62324 39.5 5 3.0 1.0 16.0 1.719364e+05 62328 39.5 5 4.0 2.0 15.0 1.000000e+05 62330 29.5 6 8.0 8.0 8.0 1.719117e+05 62339 21.0 6 5.0 0.0 0.0 8.000000e+04 62350 29.5 5 12.0 10.0 8.0 2.500000e+05 62368 59.5 7 30.0 25.0 32.0 2.000000e+05 62369 29.5 5 12.0 8.0 12.0 1.614936e+05 62371 21.0 5 7.0 3.0 3.0 1.600000e+05 62380 39.5 2 26.0 20.0 26.0 1.650000e+05 62394 39.5 5 23.0 13.0 16.0 1.600000e+05 62396 39.5 5 26.0 20.0 21.0 1.260000e+05 62397 39.5 5 10.0 10.0 13.0 1.100000e+05 62403 29.5 5 10.0 4.0 4.0 2.600000e+02 62412 49.5 5 23.0 4.0 24.0 1.823793e+05 62416 49.5 5 40.0 30.0 24.0 1.823793e+05 62431 39.5 5 7.0 5.0 16.0 1.500000e+05 62435 21.0 6 9.0 3.0 3.0 2.000000e+05 62436 29.5 5 11.0 7.0 8.0 3.000000e+05 62440 59.5 6 44.0 32.0 32.0 2.032401e+05 62447 39.5 5 18.0 15.0 15.0 1.100000e+05 62451 49.5 5 31.0 2.0 24.0 1.823793e+05 62453 49.5 5 37.0 35.0 24.0 1.823793e+05 62463 39.5 3 5.0 1.0 17.0 1.350000e+05 62466 29.5 6 7.0 2.0 7.0 1.015000e+05 62488 49.5 5 15.0 15.0 24.0 1.750000e+05 62489 29.5 5 6.0 6.0 8.0 1.614936e+05 62490 49.5 5 37.0 32.0 24.0 1.823793e+05 62497 49.5 6 25.0 25.0 24.0 1.800000e+05 62501 39.5 5 15.0 10.0 15.0 1.719364e+05 62502 29.5 6 11.0 7.0 7.0 2.000000e+05 62511 39.5 4 10.0 7.0 10.0 1.650000e+05 62532 59.5 7 40.0 38.0 40.0 1.800000e+05 62541 29.5 5 7.0 7.0 8.0 1.614936e+05 62548 29.5 5 4.0 4.0 7.0 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6.000000e+05 68833 29.5 5 12.0 9.0 9.0 1.700000e+05 68835 39.5 5 22.0 15.0 16.0 1.300000e+05 68837 49.5 5 23.0 15.0 15.0 1.823793e+05 68838 29.5 5 11.0 7.0 8.0 1.614936e+05 68844 29.5 6 10.0 8.0 7.0 2.300000e+05 68850 29.5 5 7.0 6.0 8.0 1.614936e+05 68853 49.5 5 15.0 15.0 24.0 1.200000e+05 68854 29.5 5 10.0 6.0 4.0 1.614936e+05 68855 39.5 5 20.0 18.0 16.0 1.550000e+05 68858 39.5 4 24.0 10.0 10.0 1.615184e+05 68859 29.5 6 16.0 6.0 7.0 1.719117e+05 68861 39.5 5 12.0 8.0 15.0 1.450000e+05 68868 39.5 3 20.0 5.0 17.0 1.150000e+05 68870 29.5 5 16.0 5.0 7.0 1.220000e+05 68871 39.5 2 20.0 13.0 18.0 2.400000e+05 68872 49.5 5 39.0 14.0 35.0 2.200000e+05 68874 59.5 5 41.0 37.0 32.0 1.660000e+05 68878 39.5 2 12.0 12.0 17.0 8.000000e+04 68883 49.5 5 42.0 30.0 24.0 1.823793e+05 68885 39.5 7 11.0 5.0 8.0 1.927725e+05 68887 49.5 3 29.0 25.0 25.0 9.900000e+04 68890 49.5 5 6.0 25.0 24.0 1.823793e+05 68891 49.5 5 25.0 25.0 24.0 1.200000e+05 68892 29.5 6 17.0 10.0 9.0 1.550000e+05 68893 21.0 6 8.0 1.0 1.0 1.000000e+05 68895 29.5 5 10.0 2.0 2.0 1.220000e+05 68896 49.5 3 30.0 27.0 25.0 1.560000e+05 68897 59.5 3 43.0 23.0 33.0 1.263350e+05 68903 21.0 5 3.0 1.0 2.0 9.150000e+04 68911 29.5 5 5.0 2.0 7.0 1.100000e+05 68912 49.5 6 5.0 2.0 2.0 9.500000e+04 68914 29.5 5 22.0 12.0 8.0 2.800000e+05 68917 39.5 4 20.0 10.0 10.0 1.530000e+05 68919 39.5 6 11.0 9.0 11.0 1.800000e+05 68920 29.5 5 NaN NaN 8.0 1.614936e+05 68921 49.5 7 39.0 39.0 25.0 4.500000e+05 68923 39.5 7 25.0 18.0 18.0 2.850000e+05 68926 39.5 5 13.0 10.0 13.0 1.100000e+05 68927 49.5 6 34.0 25.0 25.0 4.000000e+05 68928 29.5 6 15.0 7.0 7.0 1.300000e+05 68932 29.5 6 15.0 9.0 15.0 1.500000e+05 68935 59.5 3 42.0 38.0 38.0 1.200000e+05 68936 29.5 5 10.0 6.0 7.0 1.800000e+02 68938 49.5 5 30.0 22.0 24.0 1.823793e+05 68939 29.5 5 11.0 9.0 7.0 1.400000e+05 68940 39.5 6 5.0 12.0 5.0 1.700000e+05 68942 49.5 5 30.0 25.0 30.0 1.500000e+05 68945 39.5 5 6.0 4.0 16.0 5.900000e+04 68950 29.5 6 9.0 5.0 5.0 1.270000e+05 68953 29.5 6 25.0 12.0 12.0 8.550000e+04 68958 59.5 6 45.0 43.0 32.0 1.500000e+05 68962 49.5 5 40.0 5.0 25.0 3.000000e+05 68965 59.5 3 30.0 30.0 34.0 1.719860e+05 68967 29.5 5 7.0 5.0 8.0 1.700000e+05 68968 39.5 5 28.0 20.0 20.0 1.300000e+05 68969 39.5 5 20.0 15.0 20.0 1.999690e+05 68972 21.0 3 7.0 1.0 1.0 8.500000e+04 68973 29.5 3 5.0 5.0 5.0 2.150000e+05 68975 29.5 5 15.0 9.0 9.0 1.600000e+05 68978 29.5 5 19.0 12.0 12.0 5.000000e+05 68981 29.5 5 5.0 5.0 8.0 1.614936e+05 68983 39.5 3 20.0 20.0 17.0 2.400000e+05 68987 29.5 5 10.0 4.0 8.0 1.614936e+05 68988 21.0 5 12.0 4.0 3.0 2.200000e+05 68991 39.5 3 23.0 20.0 20.0 2.500000e+05 68992 49.5 7 29.0 26.0 20.0 2.800000e+05 68994 39.5 6 28.0 22.0 22.0 2.400000e+05 68995 29.5 5 20.0 10.0 8.0 1.614936e+05 68996 39.5 5 18.0 18.0 16.0 1.250000e+05 68999 39.5 5 30.0 23.0 23.0 1.200000e+05 69000 59.5 5 20.0 20.0 33.0 1.928221e+05 69001 29.5 6 10.0 5.0 5.0 1.719117e+05 69004 65.0 5 40.0 40.0 37.0 2.000000e+05 69005 21.0 5 11.0 1.0 1.0 4.000000e+05 69006 65.0 7 51.0 25.0 36.0 2.194017e+05 69007 49.5 7 32.0 28.0 23.0 1.300000e+05 69008 39.5 6 8.0 5.0 10.0 1.823545e+05 69012 49.5 3 35.0 25.0 25.0 1.615432e+05 69014 29.5 5 14.0 6.0 8.0 2.500000e+05 69015 29.5 5 17.0 4.0 4.0 1.614936e+05 69016 39.5 2 30.0 21.0 19.0 3.810000e+05 69020 29.5 6 16.0 12.0 12.0 1.719117e+05 69024 39.5 7 20.0 10.0 15.0 1.700000e+05 69028 29.5 5 10.0 7.0 5.0 1.950000e+05 69034 29.5 5 10.0 10.0 8.0 2.500000e+05 69035 49.5 5 29.0 26.0 33.0 1.823793e+05 69036 39.5 5 25.0 10.0 15.0 1.000000e+05 69037 29.5 5 12.0 9.0 7.0 1.500000e+05 69038 29.5 5 12.0 11.0 10.0 1.200000e+05 69039 29.5 5 9.0 4.0 4.0 1.614936e+05 69044 49.5 3 20.0 18.0 20.0 3.500000e+05 69048 29.5 5 0.0 0.0 7.0 5.000000e+03 69050 29.5 6 11.0 5.0 7.0 1.500000e+05 69051 39.5 3 10.0 10.0 17.0 1.200000e+05 69052 21.0 5 5.0 2.0 2.0 9.000000e+04 69058 39.5 5 18.0 15.0 15.0 2.000000e+05 69061 39.5 6 9.0 7.0 7.0 1.823545e+05 69062 49.5 3 40.0 32.0 32.0 2.000000e+05 69069 65.0 5 51.0 45.0 37.0 1.985656e+05 69070 49.5 5 25.0 23.0 25.0 2.127500e+05 69080 29.5 5 15.0 8.0 8.0 2.080000e+05 69088 29.5 5 11.0 6.0 8.0 2.500000e+05 69090 39.5 5 21.0 16.0 15.0 2.250000e+05 69091 29.5 5 7.0 3.0 3.0 1.200000e+05 69092 39.5 4 13.0 11.0 18.0 1.350000e+05 69096 39.5 5 12.0 10.0 16.0 1.719364e+05 69097 49.5 6 40.0 25.0 25.0 3.300000e+05 69102 39.5 6 25.0 22.0 25.0 1.823545e+05 69104 39.5 5 20.0 14.0 16.0 2.500000e+05 69105 39.5 6 12.0 10.0 15.0 1.820000e+05 69108 39.5 6 16.0 14.0 15.0 1.735000e+05 69113 39.5 5 23.0 16.0 16.0 1.719364e+05 69115 29.5 6 15.0 8.0 6.0 6.000000e+04 69116 29.5 5 10.0 8.0 7.0 1.180000e+05 69119 39.5 6 13.0 13.0 15.0 1.300000e+05 69121 29.5 5 17.0 7.0 7.0 8.500000e+04 69128 29.5 6 12.0 7.0 7.0 9.300000e+04 69131 29.5 5 10.0 6.0 7.0 1.500000e+05 69133 29.5 4 10.0 8.0 8.0 1.500000e+05 69135 59.5 5 15.0 9.0 33.0 1.928221e+05 69139 39.5 6 18.0 12.0 15.0 1.823545e+05 69141 29.5 3 10.0 5.0 7.0 1.720000e+05 69145 29.5 5 9.0 5.0 8.0 2.700000e+05 69146 39.5 2 30.0 23.0 23.0 1.500000e+05 69147 39.5 3 20.0 18.0 18.0 1.511004e+05 69149 29.5 5 16.0 12.0 12.0 1.800000e+05 69152 29.5 4 15.0 9.0 9.0 1.100000e+05 69154 29.5 5 13.0 5.0 5.0 1.310000e+05 69157 29.5 5 5.0 2.0 2.0 9.300000e+04 69165 49.5 5 40.0 26.0 24.0 1.823793e+05 69170 49.5 5 30.0 23.0 23.0 1.823793e+05 69171 21.0 5 6.0 2.0 0.0 1.000000e+05 69172 49.5 6 32.0 26.0 26.0 1.600000e+05 69173 39.5 5 23.0 15.0 16.0 1.719364e+05 69174 29.5 5 12.0 8.0 8.0 1.350000e+05 69180 39.5 5 14.0 11.0 20.0 1.190000e+04 69181 0.0 4 4.0 3.0 5.0 1.202693e+05 69184 65.0 5 50.0 32.0 37.0 1.985656e+05 69186 49.5 6 40.0 30.0 31.0 1.927973e+05 69188 29.5 6 13.0 10.0 7.0 1.600000e+05 69191 49.5 5 39.0 36.0 36.0 2.980000e+05 69192 29.5 5 4.0 2.0 6.0 7.000000e+04 69195 49.5 3 2.0 26.0 24.0 5.000000e+04 69199 39.5 5 24.0 10.0 10.0 1.050000e+05 69200 29.5 5 10.0 5.0 7.0 1.000000e+05 69203 39.5 3 3.0 2.0 16.0 7.500000e+04 69204 39.5 5 20.0 17.0 17.0 3.211030e+05 69205 39.5 6 15.0 12.0 12.0 2.000000e+05 69206 39.5 5 24.0 17.0 17.0 2.000000e+05 69214 49.5 5 25.0 25.0 24.0 8.400000e+04 69215 29.5 5 12.0 8.0 6.0 2.146670e+05 69217 59.5 5 30.0 10.0 33.0 1.928221e+05 69223 39.5 6 20.0 13.0 13.0 1.350000e+05 69226 39.5 5 15.0 12.0 16.0 1.719364e+05 69235 21.0 5 7.0 3.0 3.0 1.526172e+05 69241 29.5 3 7.0 3.0 8.0 1.165740e+05 69245 21.0 5 4.0 0.0 0.0 7.000000e+04 69246 29.5 6 6.0 3.0 10.0 2.200000e+05 69254 21.0 5 9.0 6.0 0.0 1.000000e+05 69256 29.5 5 19.0 12.0 18.0 1.750000e+05 69261 65.0 6 45.0 44.0 37.0 2.089837e+05 69264 29.5 3 7.0 5.0 9.0 1.406575e+05 69265 59.5 5 30.0 5.0 33.0 2.500000e+05 69267 39.5 3 20.0 20.0 20.0 4.500000e+05 69268 49.5 3 25.0 24.0 21.0 1.615432e+05 69274 39.5 5 15.0 15.0 15.0 1.650000e+05 69280 59.5 5 40.0 32.0 40.0 1.275000e+05 69285 29.5 5 12.0 8.0 8.0 1.580000e+05 69286 29.5 5 13.0 9.0 8.0 2.200000e+05 69289 39.5 5 22.0 17.0 16.0 1.700000e+05 69291 29.5 5 11.0 7.0 8.0 2.150000e+05 69292 39.5 4 25.0 20.0 16.0 1.615184e+05 69294 39.5 5 6.0 5.0 10.0 1.500000e+05 69303 59.5 7 25.0 22.0 22.0 2.136582e+05 69306 29.5 3 15.0 14.0 14.0 1.600000e+05 69310 39.5 5 16.0 11.0 16.0 1.719364e+05 69312 49.5 5 43.0 27.0 27.0 1.650000e+05 69313 39.5 6 17.0 12.0 12.0 1.823545e+05 69314 21.0 5 5.0 2.0 1.0 8.000000e+04 69316 29.5 5 14.0 9.0 8.0 1.614936e+05 69318 29.5 3 11.0 8.0 9.0 2.000000e+05 69328 29.5 5 8.0 4.0 4.0 1.550000e+05 69330 39.5 5 22.0 14.0 16.0 1.500000e+05 69333 39.5 5 25.0 21.0 20.0 2.450000e+05 69335 49.5 6 23.0 21.0 23.0 1.400000e+05 69339 49.5 5 34.0 31.0 31.0 3.000000e+05 69343 39.5 3 10.0 10.0 20.0 1.820000e+05 69346 21.0 3 8.0 2.0 2.0 1.300000e+05 69349 59.5 5 36.0 34.0 40.0 1.300000e+05 69352 59.5 7 42.0 31.0 32.0 2.136582e+05 69353 59.5 5 45.0 38.0 33.0 3.000000e+05 69356 29.5 5 6.0 5.0 5.0 2.720000e+05 69363 29.5 5 12.0 10.0 10.0 2.100000e+05 69364 39.5 4 6.0 5.0 16.0 9.975000e+04 69365 29.5 5 10.0 4.0 8.0 1.920000e+05 69374 29.5 5 7.0 5.0 5.0 1.410000e+05 69378 49.5 6 27.0 23.0 25.0 3.400000e+05 69380 39.5 6 15.0 13.0 16.0 1.900000e+05 69383 39.5 3 24.0 18.0 22.0 8.600000e+05 69385 39.5 5 18.0 12.0 20.0 9.000000e+04 69386 39.5 5 14.0 9.0 9.0 1.580000e+05 69388 59.5 7 30.0 30.0 31.0 1.500000e+05 69391 29.5 6 10.0 5.0 4.0 3.000000e+05 69392 65.0 6 50.0 30.0 36.0 1.530000e+05 69393 39.5 6 15.0 10.0 15.0 1.823545e+05 69394 39.5 5 24.0 20.0 16.0 1.719364e+05 69395 39.5 5 15.0 15.0 15.0 1.719364e+05 69401 29.5 6 7.0 7.0 7.0 7.500000e+04 69402 59.5 6 25.0 20.0 26.0 2.600000e+05 69407 49.5 6 36.0 28.0 30.0 1.030000e+05 69412 29.5 6 7.0 7.0 10.0 1.000000e+05 69422 49.5 5 25.0 21.0 24.0 1.823793e+05 69431 39.5 5 35.0 7.0 7.0 1.904000e+05 69433 49.5 5 25.0 20.0 24.0 1.510120e+05 69437 39.5 5 20.0 13.0 20.0 1.800000e+05 69438 21.0 3 6.0 3.0 3.0 1.500000e+04 69442 29.5 5 12.0 10.0 8.0 2.400000e+05 69450 39.5 6 15.0 13.0 17.0 1.823545e+05 69453 39.5 5 18.0 10.0 10.0 1.719364e+05 69457 29.5 7 8.0 5.0 8.0 5.000000e+04 69459 29.5 6 4.0 0.0 7.0 2.300000e+05 69466 39.5 5 10.0 6.0 15.0 1.100000e+05 69471 29.5 4 13.0 11.0 8.0 1.370000e+05 69477 39.5 5 5.0 0.0 15.0 8.600000e+04 69478 49.5 5 25.0 24.0 25.0 3.250000e+05 69480 49.5 6 42.0 30.0 23.0 1.200000e+05 69484 49.5 5 30.0 23.0 25.0 2.500000e+05 69485 29.5 5 10.0 6.0 6.0 2.000000e+05 69487 39.5 6 10.0 NaN 15.0 1.823545e+05 69492 49.5 5 35.0 20.0 35.0 3.500000e+05 69497 49.5 6 30.0 25.0 30.0 1.950000e+05 69498 65.0 6 30.0 30.0 36.0 4.800000e+04 69499 49.5 5 20.0 10.0 22.0 1.500000e+05 69501 39.5 3 10.0 8.0 17.0 1.511004e+05 69504 39.5 5 19.0 14.0 13.0 1.550000e+05 69506 29.5 4 10.0 8.0 9.0 3.000000e+05 69510 29.5 6 9.0 7.0 7.0 9.500000e+04 69513 29.5 5 4.0 2.0 8.0 1.614936e+05 69514 29.5 5 3.0 3.0 10.0 1.614936e+05 69515 29.5 5 17.0 9.0 9.0 2.750000e+05 69517 59.5 6 45.0 40.0 45.0 2.400000e+05 69523 29.5 6 8.0 2.0 2.0 1.050000e+05 69524 29.5 5 6.0 2.0 2.0 7.600000e+04 69526 39.5 3 10.0 10.0 10.0 1.300000e+05 69530 49.5 5 37.0 16.0 37.0 1.823793e+05 69533 29.5 4 20.0 15.0 15.0 8.600000e+04 69536 29.5 5 17.0 2.0 3.0 1.614936e+05 69538 59.5 5 24.0 20.0 20.0 1.730000e+05 69539 39.5 5 26.0 15.0 16.0 2.000000e+05 69540 29.5 6 24.0 12.0 10.0 1.719117e+05 69541 29.5 5 6.0 6.0 7.0 1.250000e+05 69549 65.0 3 43.0 43.0 38.0 1.777295e+05 69550 39.5 5 5.0 5.0 5.0 2.250000e+05 69551 39.5 4 20.0 11.0 12.0 1.580000e+05 69558 39.5 6 8.0 8.0 15.0 1.550000e+05 69562 29.5 5 18.0 12.0 9.0 3.200000e+05 69564 29.5 5 15.0 12.0 15.0 1.614936e+05 69566 39.5 3 27.0 21.0 17.0 1.511004e+05 69568 49.5 3 35.0 20.0 20.0 1.600000e+05 69569 49.5 5 40.0 32.0 24.0 1.500000e+05 69570 29.5 5 11.0 7.0 8.0 2.000000e+05 69573 29.5 6 6.0 3.0 12.0 1.400000e+05 69579 39.5 5 10.0 10.0 10.0 1.550000e+05 69583 39.5 5 20.0 17.0 12.0 1.719364e+05 69587 59.5 4 37.0 33.0 33.0 1.400000e+05 69589 59.5 4 45.0 45.0 33.0 1.200000e+05 69592 21.0 4 8.0 1.0 1.0 1.421992e+05 69594 39.5 6 28.0 18.0 15.0 1.823545e+05 69595 65.0 5 NaN 51.0 37.0 1.985656e+05 69599 39.5 6 10.0 8.0 15.0 1.823545e+05 69603 49.5 3 35.0 30.0 30.0 1.800000e+05 69606 29.5 5 16.0 8.0 8.0 1.720000e+05 69610 59.5 3 29.0 25.0 25.0 1.200000e+05 69612 29.5 5 10.0 3.0 8.0 9.000000e+04 69615 39.5 5 22.0 15.0 15.0 1.460000e+05 69617 59.5 3 30.0 25.0 40.0 1.000000e+05 69618 49.5 6 35.0 29.0 29.0 1.927973e+05 69619 29.5 5 10.0 3.0 3.0 1.000000e+05 69622 29.5 5 14.0 10.0 8.0 1.830000e+05 69630 65.0 6 48.0 41.0 45.0 2.089837e+05 69634 49.5 5 47.0 40.0 47.0 3.500000e+05 69635 29.5 4 12.0 19.0 19.0 7.500000e+04 69638 39.5 6 25.0 9.0 9.0 1.200000e+05 69639 59.5 6 35.0 33.0 34.0 1.850000e+05 69640 39.5 6 10.0 9.0 17.0 1.720000e+05 69642 39.5 7 20.0 8.0 15.0 1.300000e+05 69649 49.5 5 29.0 24.0 24.0 2.000000e+05 69650 29.5 6 7.0 3.0 5.0 8.400000e+04 69651 39.5 5 20.0 16.0 16.0 2.700000e+05 69652 39.5 5 19.0 14.0 13.0 2.500000e+05 69654 29.5 5 8.0 5.0 5.0 1.250000e+05 69655 29.5 5 10.0 4.0 7.0 1.320000e+05 69659 39.5 5 6.0 0.0 6.0 6.900000e+04 69660 49.5 5 4.0 3.0 4.0 1.400000e+05 69662 29.5 5 11.0 6.0 8.0 1.650000e+05 69669 39.5 5 20.0 16.0 21.0 1.300000e+05 69673 39.5 5 20.0 7.0 16.0 1.719364e+05 69679 39.5 4 9.0 5.0 23.0 3.100000e+05 69682 39.5 6 11.0 2.0 12.0 1.400000e+05 69685 29.5 5 8.0 5.0 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15.0 7.0 7.0 2.500000e+05 69778 49.5 6 36.0 23.0 23.0 1.450000e+05 69779 49.5 0 41.0 28.0 27.0 1.302890e+05 69781 29.5 5 15.0 11.0 11.0 1.614936e+05 69782 39.5 4 9.0 6.0 16.0 1.700000e+05 69783 29.5 5 4.0 4.0 7.0 8.000000e+04 69784 59.5 7 45.0 30.0 33.0 5.000000e+05 69785 39.5 5 6.0 3.0 16.0 1.719364e+05 69791 39.5 5 25.0 17.0 17.0 3.152060e+05 69793 29.5 5 10.0 2.0 4.0 5.000000e+04 69795 39.5 6 20.0 10.0 20.0 1.250000e+05 69798 39.5 5 24.0 19.0 16.0 2.400000e+05 69799 29.5 5 9.0 5.0 7.0 1.300000e+05 69801 59.5 5 30.0 28.0 32.0 9.000000e+04 69812 29.5 3 15.0 11.0 11.0 1.650000e+05 69814 39.5 5 20.0 6.0 16.0 1.450000e+05 69815 59.5 0 34.0 33.0 36.0 3.000000e+05 69819 59.5 5 40.0 36.0 36.0 2.290000e+05 69821 29.5 5 21.0 12.0 12.0 1.600000e+05 69824 39.5 5 10.0 8.0 15.0 1.450000e+02 69828 21.0 5 10.0 1.0 0.0 1.050000e+05 69829 29.5 4 15.0 9.0 9.0 1.050000e+05 69833 65.0 3 51.0 51.0 38.0 1.777295e+05 69834 29.5 5 5.0 4.0 7.0 1.000000e+05 69835 29.5 5 7.0 2.0 2.0 7.000000e+04 69836 39.5 6 32.0 23.0 15.0 1.560000e+05 69839 49.5 6 24.0 24.0 24.0 2.600000e+05 69845 39.5 5 11.0 10.0 11.0 1.650000e+05 69846 49.5 5 38.0 33.0 33.0 1.823793e+05 69850 21.0 5 10.0 3.0 3.0 1.777500e+05 69852 39.5 4 13.0 13.0 10.0 1.800000e+05 69853 29.5 5 8.0 6.0 7.0 1.150000e+05 69856 29.5 5 15.0 10.0 10.0 3.600000e+05 69861 39.5 5 10.0 10.0 14.0 1.350000e+05 69862 39.5 6 21.0 16.0 16.0 2.200000e+05 69864 21.0 5 11.0 4.0 4.0 1.800000e+05 69867 39.5 6 20.0 10.0 10.0 1.823545e+05 69871 49.5 3 23.0 23.0 23.0 1.615432e+05 69880 49.5 7 38.0 26.0 25.0 2.000000e+05 69891 39.5 5 30.0 20.0 16.0 1.719364e+05 69893 29.5 5 12.0 5.0 5.0 4.500000e+05 69898 39.5 5 16.0 13.0 16.0 1.800000e+05 69901 29.5 6 12.0 9.0 6.0 2.250000e+05 69908 49.5 5 42.0 33.0 33.0 2.100000e+05 69914 39.5 5 25.0 5.0 5.0 1.000000e+05 69925 29.5 6 9.0 3.0 3.0 2.035000e+05 69936 29.5 7 25.0 7.0 6.0 1.000000e+05 69941 59.5 5 41.0 39.0 33.0 1.928221e+05 69946 29.5 5 19.0 10.0 10.0 1.300000e+05 69948 39.5 4 25.0 17.0 23.0 1.615184e+05 69949 39.5 6 19.0 14.0 15.0 1.823545e+05 69951 39.5 5 25.0 19.0 19.0 1.719364e+05 69961 39.5 5 21.0 13.0 13.0 2.200000e+05 69967 39.5 6 20.0 13.0 13.0 2.000000e+05 69970 29.5 3 3.0 2.0 3.0 1.270000e+05 69983 59.5 5 29.0 27.0 27.0 1.150000e+05 69991 21.0 5 7.0 3.0 0.0 1.100000e+05 69997 29.5 7 9.0 0.0 1.0 7.500000e+04 70008 29.5 3 15.0 4.0 11.0 1.000000e+05 70014 49.5 5 25.0 25.0 24.0 2.000000e+05 70020 29.5 6 10.0 8.0 7.0 9.400000e+04 70022 39.5 5 10.0 9.0 16.0 1.719364e+05 70029 21.0 5 9.0 4.0 4.0 1.050000e+05 70037 21.0 5 8.0 2.0 0.0 7.300000e+04 70038 29.5 6 16.0 12.0 12.0 1.650000e+05 70049 29.5 5 12.0 8.0 8.0 1.600000e+05 70050 39.5 5 10.0 9.0 10.0 1.600000e+05 70051 39.5 5 21.0 17.0 17.0 1.719364e+05 70065 29.5 0 10.0 5.0 5.0 1.094034e+05 70074 39.5 5 20.0 15.0 16.0 1.550000e+05 70079 49.5 5 45.0 35.0 24.0 1.823793e+05 70080 49.5 5 29.0 22.0 22.0 3.000000e+05 70082 29.5 5 15.0 12.0 12.0 1.500000e+05 70083 39.5 5 4.0 3.0 15.0 8.000000e+04 70086 39.5 6 20.0 17.0 17.0 1.823545e+05 70089 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8.0 1.650000e+05 70350 29.5 5 11.0 5.0 5.0 9.000000e+04 70352 59.5 3 NaN NaN 34.0 1.719860e+05 70359 29.5 5 12.0 8.0 8.0 1.700000e+05 70361 59.5 3 33.0 28.0 28.0 1.719860e+05 70366 49.5 5 22.0 22.0 30.0 1.250000e+05 70368 21.0 5 9.0 3.0 3.0 2.120000e+05 70371 29.5 3 6.0 5.0 9.0 1.406575e+05 70374 29.5 6 10.0 6.0 10.0 8.800000e+04 70379 39.5 6 35.0 23.0 15.0 1.000000e+05 70388 49.5 5 27.0 24.0 25.0 1.910000e+05 70389 29.5 5 13.0 8.0 13.0 2.100000e+05 70402 39.5 5 20.0 10.0 18.0 1.250000e+05 70408 39.5 5 17.0 13.0 16.0 1.500000e+05 70412 49.5 7 7.0 7.0 25.0 1.550000e+05 70414 49.5 6 19.0 14.0 30.0 1.927973e+05 70416 29.5 5 10.0 3.0 3.0 1.000000e+05 70424 39.5 5 7.0 5.0 16.0 1.500000e+05 70428 39.5 7 16.0 9.0 9.0 1.650000e+05 70432 39.5 5 25.0 15.0 15.0 1.719364e+05 70436 59.5 5 30.0 30.0 33.0 1.928221e+05 70454 65.0 5 47.0 41.0 37.0 1.985656e+05 70455 0.0 5 45.0 45.0 -16.0 1.306873e+05 70456 29.5 5 8.0 4.0 6.0 3.150000e+05 70461 49.5 5 20.0 20.0 21.0 1.823793e+05 70462 29.5 6 15.0 10.0 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21.0 5 6.0 6.0 6.0 8.200000e+04 70644 39.5 5 8.0 5.0 20.0 1.719364e+05 70653 29.5 6 13.0 10.0 10.0 1.600000e+05 70657 29.5 5 14.0 10.0 10.0 2.800000e+05 70662 29.5 3 16.0 7.0 7.0 1.950000e+05 70663 21.0 3 6.0 3.0 2.0 2.100000e+05 70666 39.5 3 28.0 23.0 17.0 1.700000e+05 70677 39.5 6 4.0 3.0 13.0 1.600000e+05 70681 39.5 5 18.0 12.0 16.0 1.719364e+05 70684 29.5 4 6.0 6.0 6.0 1.200000e+05 70690 39.5 5 22.0 20.0 20.0 1.900000e+05 70692 29.5 5 12.0 8.0 14.0 1.800000e+05 70697 59.5 5 40.0 26.0 33.0 1.928221e+05 70700 29.5 4 6.0 5.0 8.0 2.000000e+05 70701 29.5 7 16.0 7.0 7.0 1.400000e+05 70703 29.5 6 3.0 3.0 6.0 1.500000e+05 70705 49.5 5 40.0 35.0 24.0 2.000000e+05 70706 59.5 5 39.0 29.0 36.0 1.000000e+05 70708 29.5 5 10.0 8.0 8.0 2.100000e+05 70710 29.5 6 11.0 7.0 11.0 2.000000e+05 70712 39.5 6 14.0 13.0 17.0 3.500000e+05 70717 39.5 5 24.0 20.0 17.0 3.300000e+05 70718 49.5 5 20.0 20.0 24.0 1.800000e+05 70719 17.0 1 10.0 0.0 0.0 1.067679e+05 70720 29.5 5 13.0 7.0 7.0 1.400000e+05 70721 39.5 3 30.0 16.0 23.0 8.100000e+04 70722 39.5 3 26.0 15.0 15.0 5.200000e+05 70723 29.5 5 9.0 8.0 8.0 1.350000e+05 70724 29.5 6 12.0 6.0 6.0 2.700000e+05 70725 39.5 6 17.0 12.0 10.0 3.000000e+05 70732 29.5 3 19.0 12.0 15.0 9.000000e+04 70734 59.5 5 35.0 31.0 33.0 1.900000e+05 70735 21.0 5 7.0 3.0 3.0 1.020000e+05 70736 39.5 5 21.0 17.0 16.0 1.719364e+05 70737 39.5 5 30.0 18.0 16.0 2.000000e+05 70741 39.5 5 12.0 10.0 16.0 2.000000e+05 70742 59.5 6 3.0 2.0 2.0 9.400000e+04 70744 39.5 4 17.0 10.0 10.0 5.200000e+04 70745 39.5 5 7.0 5.0 40.0 9.500000e+04 70746 49.5 5 20.0 20.0 24.0 2.000000e+05 70748 49.5 6 27.0 25.0 24.0 1.927973e+05 70749 29.5 5 14.0 8.0 8.0 1.500000e+05 70751 29.5 5 13.0 5.0 5.0 1.100000e+05 70755 39.5 5 16.0 12.0 16.0 1.600000e+05 70758 29.5 5 15.0 10.0 8.0 1.614936e+05 70762 29.5 5 11.0 8.0 7.0 1.300000e+05 70767 29.5 5 8.0 4.0 8.0 1.614936e+05 70779 29.5 5 7.0 2.0 2.0 1.135000e+05 70786 39.5 5 25.0 17.0 17.0 1.800000e+05 70790 49.5 5 38.0 30.0 30.0 1.400000e+05 70795 21.0 5 15.0 3.0 0.0 1.526172e+05 70798 49.5 6 16.0 6.0 25.0 1.300000e+05 70800 65.0 3 49.0 45.0 50.0 2.000000e+05 70802 39.5 6 9.0 3.0 15.0 1.823545e+05 70803 49.5 5 4.0 3.0 3.0 6.300000e+04 70805 29.5 5 14.0 10.0 10.0 1.614936e+05 70807 39.5 6 22.0 13.0 13.0 2.500000e+05 70808 39.5 4 22.0 18.0 18.0 2.250000e+05 70810 29.5 2 10.0 4.0 4.0 9.400000e+04 70813 21.0 5 7.0 0.0 1.0 8.250000e+04 70818 39.5 5 12.0 10.0 10.0 1.850000e+05 70819 29.5 4 4.0 2.0 8.0 1.100000e+05 70820 21.0 5 4.0 2.0 2.0 9.000000e+04 70822 29.5 4 15.0 11.0 12.0 1.750000e+05 70823 39.5 5 27.0 20.0 20.0 1.150000e+05 70824 29.5 3 23.0 12.0 12.0 2.200000e+05 70825 39.5 5 15.0 12.0 15.0 2.200000e+05 70826 49.5 5 15.0 15.0 25.0 2.300000e+05 70828 29.5 6 10.0 10.0 10.0 1.500000e+05 70829 39.5 3 5.0 4.0 19.0 1.150000e+05 70830 39.5 5 25.0 17.0 17.0 2.000000e+05 70831 29.5 5 11.0 7.0 7.0 1.200000e+05 70833 29.5 5 7.0 4.0 4.0 1.450000e+05 70838 29.5 5 14.0 10.0 7.0 1.300000e+05 70843 29.5 6 6.0 2.0 7.0 1.100000e+05 70844 39.5 6 12.0 10.0 16.0 2.500000e+05 70847 29.5 5 11.0 7.0 7.0 1.500000e+05 70854 29.5 5 10.0 8.0 8.0 1.500000e+05 70855 29.5 5 11.0 4.0 4.0 1.650000e+05 70866 29.5 5 10.0 6.0 8.0 2.150000e+05 70874 29.5 5 13.0 9.0 8.0 1.650000e+05 70879 29.5 5 15.0 3.0 3.0 8.500000e+04 70880 49.5 6 24.0 24.0 28.0 2.250000e+05 70882 29.5 5 6.0 2.0 7.0 7.800000e+04 70888 29.5 6 9.0 7.0 7.0 1.720000e+05 70890 39.5 3 10.0 8.0 8.0 2.200000e+05 70891 39.5 3 20.0 14.0 18.0 8.300000e+04 70892 29.5 4 5.0 5.0 5.0 8.900000e+04 70893 29.5 5 10.0 6.0 7.0 2.000000e+05 70897 29.5 5 12.0 8.0 7.0 1.375000e+05 70898 29.5 5 6.0 1.0 7.0 6.000000e+04 70899 29.5 5 2.0 1.0 7.0 1.000000e+05 70902 39.5 6 19.0 14.0 14.0 1.823545e+05 70903 29.5 5 11.0 6.0 5.0 1.400000e+05 70904 21.0 3 10.0 3.0 5.0 1.400000e+05 70907 39.5 5 28.0 16.0 16.0 2.000000e+05 70908 29.5 4 15.0 6.0 6.0 5.500000e+04 70911 29.5 5 8.0 4.0 4.0 7.100000e+04 70914 29.5 0 7.0 6.0 10.0 1.850000e+05 70915 59.5 3 39.0 37.0 34.0 1.719860e+05 70921 29.5 5 12.0 8.0 12.0 1.500000e+05 70923 39.5 5 12.0 12.0 17.0 2.000000e+05 70927 39.5 5 23.0 22.0 23.0 1.390000e+05 70929 29.5 5 6.0 3.0 3.0 1.400000e+05 70931 49.5 2 5.0 5.0 7.0 1.511251e+05 70936 49.5 5 20.0 15.0 24.0 1.823793e+05 70938 29.5 5 17.0 10.0 10.0 2.500000e+05 70939 39.5 5 13.0 10.0 13.0 1.450000e+05 70941 49.5 7 30.0 23.0 23.0 2.032154e+05 70942 39.5 5 16.0 13.0 16.0 1.719364e+05 70943 39.5 6 5.0 4.0 15.0 1.400000e+05 70944 29.5 5 12.0 7.0 12.0 1.450000e+05 70947 59.5 7 35.0 25.0 33.0 2.136582e+05 70948 39.5 0 NaN NaN 18.0 1.198462e+05 70951 29.5 4 10.0 3.0 3.0 4.500000e+04 70955 29.5 5 9.0 5.0 7.0 1.200000e+05 70957 21.0 6 6.0 1.0 1.0 2.500000e+05 70958 29.5 5 12.0 7.0 7.0 1.500000e+05 70959 21.0 4 2.0 2.0 1.0 1.421992e+05 70963 39.5 5 21.0 15.0 15.0 1.000000e+05 70964 39.5 5 20.0 16.0 20.0 1.680000e+05 70971 39.5 6 17.0 13.0 17.0 1.823545e+05 70972 29.5 5 15.0 10.0 12.0 1.800000e+05 70973 29.5 2 5.0 3.0 6.0 1.302395e+05 70976 29.5 5 7.0 3.0 5.0 8.500000e+04 70979 39.5 5 7.0 6.0 16.0 2.242500e+05 70983 21.0 5 3.0 0.0 0.0 1.170000e+05 70984 21.0 5 4.0 2.0 0.0 1.526172e+05 70987 21.0 3 7.0 3.0 1.0 1.000000e+05 70991 29.5 5 15.0 7.0 7.0 1.600000e+05 70992 21.0 5 6.0 1.0 0.0 7.200000e+04 70993 29.5 7 10.0 3.0 3.0 1.823297e+05 70994 39.5 5 7.0 6.0 16.0 1.910000e+05 71003 21.0 2 6.0 4.0 6.0 1.213631e+05 71006 21.0 5 6.0 3.0 3.0 9.000000e+04 71009 39.5 5 17.0 10.0 16.0 1.550000e+05 71012 29.5 5 8.0 7.0 8.0 2.850000e+05 71015 59.5 5 40.0 38.0 33.0 1.928221e+05 71017 21.0 5 9.0 1.0 1.0 8.500000e+04 71025 29.5 5 5.0 5.0 5.0 1.200000e+05 71026 39.5 4 20.0 20.0 17.0 2.000000e+05 71030 29.5 5 23.0 15.0 8.0 1.600000e+05 71031 29.5 6 15.0 7.0 7.0 1.719117e+05 71032 29.5 5 7.0 5.0 7.0 8.400000e+04 71040 39.5 3 18.0 18.0 24.0 9.300000e+04 71041 39.5 4 28.0 23.0 23.0 3.000000e+05 71044 39.5 3 15.0 15.0 17.0 1.060000e+05 71051 49.5 3 42.0 30.0 30.0 2.750000e+05 71052 29.5 5 12.0 7.0 7.0 1.830000e+05 71053 29.5 5 10.0 1.0 7.0 8.500000e+04 71057 39.5 3 15.0 15.0 17.0 1.511004e+05 71063 21.0 5 5.0 1.0 0.0 1.250000e+05 71066 29.5 6 18.0 8.0 8.0 1.700000e+05 71072 39.5 6 14.0 10.0 15.0 1.500000e+05 71076 39.5 2 6.0 5.0 19.0 1.300000e+05 71079 49.5 5 28.0 24.0 25.0 3.000000e+05 71083 29.5 5 13.0 11.0 10.0 1.614936e+05 71085 21.0 3 6.0 3.0 1.0 1.317811e+05 71092 29.5 5 8.0 4.0 4.0 1.100000e+05 71095 39.5 5 12.0 10.0 16.0 1.350000e+05 71096 39.5 5 20.0 15.0 16.0 1.719364e+05 71100 29.5 5 10.0 7.0 8.0 1.600000e+05 71101 29.5 6 13.0 10.0 8.0 3.000000e+05 71105 39.5 5 27.0 23.0 23.0 1.719364e+05 71112 39.5 5 25.0 15.0 15.0 1.990000e+05 71113 39.5 5 20.0 12.0 17.0 2.750000e+05 71116 39.5 5 17.0 11.0 12.0 2.600000e+05 71117 29.5 5 9.0 5.0 5.0 1.550000e+05 71120 59.5 5 20.0 20.0 33.0 1.928221e+05 71130 39.5 5 13.0 13.0 16.0 1.700000e+05 71138 59.5 5 42.0 34.0 33.0 1.928221e+05 71145 21.0 3 5.0 4.0 3.0 3.500000e+04 71147 29.5 5 9.0 7.0 9.0 9.500000e+04 71151 39.5 5 19.0 15.0 15.0 1.350000e+05 71156 39.5 5 14.0 10.0 16.0 1.500000e+05 71160 59.5 6 37.0 37.0 33.0 3.070000e+05 71167 39.5 5 13.0 8.0 8.0 1.500000e+05 71169 29.5 5 10.0 6.0 10.0 2.300000e+05 71174 39.5 6 27.0 21.0 21.0 2.100000e+05 71179 49.5 5 30.0 26.0 24.0 1.500000e+05 71182 29.5 2 21.0 12.0 15.0 5.000000e+04 71183 29.5 5 8.0 4.0 4.0 1.500000e+05 71184 29.5 6 16.0 12.0 8.0 2.600000e+05 71185 49.5 4 16.0 12.0 12.0 1.719612e+05 71187 29.5 5 8.0 2.0 2.0 6.500000e+04 71188 39.5 6 7.0 10.0 16.0 2.000000e+05 71192 21.0 1 8.0 3.0 2.0 1.250000e+05 71193 39.5 6 24.0 15.0 15.0 1.823545e+05 71195 29.5 3 1.0 NaN 9.0 1.406575e+05 71200 29.5 7 10.0 7.0 9.0 4.150000e+05 71201 39.5 6 2.0 1.0 1.0 4.860000e+04 71205 59.5 5 37.0 32.0 33.0 1.928221e+05 71208 21.0 5 8.0 2.0 0.0 1.500000e+05 71214 21.0 3 5.0 4.0 4.0 1.350000e+05 71219 59.5 6 41.0 37.0 37.0 3.200000e+05 71221 39.5 4 12.0 9.0 9.0 1.550000e+05 71229 29.5 5 17.0 9.0 7.0 6.300000e+04 71237 29.5 6 15.0 12.0 7.0 1.719117e+05 71239 29.5 4 14.0 8.0 9.0 1.800000e+05 71240 39.5 7 24.0 6.0 6.0 2.400000e+05 71242 29.5 7 1.0 1.0 1.0 1.800000e+05 71244 39.5 5 9.0 8.0 15.0 1.950000e+05 71246 21.0 5 4.0 2.0 2.0 9.000000e+04 71247 59.5 6 8.0 0.0 31.0 1.666600e+04 71255 29.5 6 15.0 11.0 11.0 3.150000e+05 71256 39.5 3 20.0 11.0 12.0 1.410000e+05 71258 39.5 5 12.0 11.0 18.0 1.600000e+05 71259 29.5 5 13.0 11.0 11.0 1.614936e+05 71261 39.5 5 17.0 15.0 15.0 2.200000e+05 71267 29.5 5 11.0 10.0 10.0 1.470000e+05 71269 59.5 6 41.0 29.0 32.0 1.300000e+05 71270 29.5 5 9.0 6.0 8.0 2.500000e+05 71271 39.5 5 14.0 12.0 12.0 2.700000e+05 71272 39.5 5 17.0 11.0 16.0 1.300000e+05 71274 21.0 5 6.0 2.0 1.0 1.600000e+05 71276 21.0 2 10.0 4.0 4.0 2.000000e+05 71278 29.5 4 14.0 11.0 11.0 1.750000e+05 71282 49.5 5 37.0 25.0 24.0 1.100000e+05 71283 49.5 5 16.0 12.0 12.0 1.090000e+05 71284 39.5 4 24.0 21.0 21.0 3.100000e+05 71285 21.0 5 5.0 2.0 0.0 7.200000e+04 71286 39.5 5 25.0 16.0 16.0 2.000000e+05 71287 59.5 6 35.0 28.0 28.0 1.100000e+05 71290 59.5 6 42.0 36.0 42.0 2.500000e+05 71297 29.5 4 4.0 2.0 2.0 1.510756e+05 71304 39.5 5 25.0 23.0 20.0 2.200000e+05 71305 29.5 2 10.0 8.0 8.0 2.000000e+05 71310 49.5 5 30.0 26.0 24.0 9.500000e+04 71311 39.5 6 15.0 4.0 15.0 1.710000e+05 71313 39.5 2 15.0 11.0 17.0 1.406823e+05 71317 29.5 3 10.0 9.0 10.0 1.550000e+05 71319 49.5 5 30.0 25.0 25.0 2.500000e+05 71320 39.5 7 22.0 10.0 14.0 9.900000e+04 71325 59.5 3 45.0 40.0 34.0 1.719860e+05 71327 39.5 6 14.0 12.0 21.0 9.700000e+04 71333 39.5 5 16.0 7.0 15.0 1.100000e+05 71335 29.5 5 11.0 8.0 10.0 1.830000e+05 71339 39.5 5 6.0 6.0 6.0 1.200000e+05 71341 39.5 5 12.0 7.0 7.0 1.500000e+05 71344 39.5 3 28.0 21.0 21.0 3.150000e+05 71345 29.5 5 16.0 13.0 9.0 3.800000e+05 71348 29.5 5 10.0 5.0 5.0 9.250000e+04 71352 21.0 5 4.0 0.0 0.0 9.500000e+04 71355 49.5 5 30.0 10.0 24.0 2.000000e+05 71357 39.5 4 20.0 20.0 21.0 1.400000e+05 71359 49.5 5 20.0 7.0 24.0 1.800000e+05 71361 39.5 5 22.0 17.0 17.0 4.000000e+05 71363 39.5 5 14.0 10.0 16.0 1.719364e+05 71378 29.5 6 15.0 1.0 1.0 1.700000e+05 71379 39.5 2 18.0 18.0 18.0 1.950000e+05 71380 29.5 3 5.0 3.0 10.0 3.100000e+05 71382 29.5 2 10.0 4.0 4.0 1.400000e+05 71385 49.5 3 26.0 24.0 27.0 1.800000e+05 71397 49.5 6 20.0 18.0 24.0 3.000000e+05 71399 29.5 5 11.0 5.0 5.0 8.640000e+04 71400 29.5 5 14.0 6.0 6.0 9.000000e+04 71401 59.5 3 38.0 27.0 34.0 2.050000e+05 71405 21.0 5 7.0 1.0 1.0 9.100000e+04 71407 29.5 5 9.0 8.0 10.0 2.250000e+05 71409 21.0 5 7.0 3.0 3.0 1.100000e+05 71412 29.5 5 19.0 13.0 13.0 2.050000e+05 71417 21.0 5 8.0 1.0 0.0 1.526172e+05 71418 39.5 6 10.0 8.0 17.0 8.800000e+04 71422 49.5 6 35.0 25.0 25.0 2.100000e+05 71430 59.5 5 30.0 30.0 30.0 1.280000e+05 71432 49.5 4 11.0 10.0 23.0 1.120000e+05 71436 39.5 3 24.0 20.0 25.0 2.200000e+05 71441 29.5 7 10.0 4.0 5.0 2.300000e+05 71447 59.5 5 40.0 35.0 35.0 1.928221e+05 71451 29.5 6 4.0 3.0 7.0 1.100000e+05 71453 29.5 6 6.0 4.0 4.0 1.200000e+05 71459 21.0 3 7.0 1.0 1.0 1.317811e+05 71464 29.5 6 3.0 1.0 1.0 6.120000e+04 71467 49.5 7 15.0 15.0 18.0 1.500000e+05 71472 29.5 5 3.0 1.0 7.0 5.400000e+04 71474 39.5 5 17.0 13.0 13.0 2.650000e+05 71476 49.5 5 26.0 20.0 24.0 1.823793e+05 71478 49.5 6 25.0 25.0 24.0 1.927973e+05 71479 29.5 5 14.0 8.0 8.0 2.500000e+05 71489 29.5 5 15.0 7.0 10.0 1.614936e+05 71510 59.5 5 33.0 21.0 33.0 1.890000e+05 71523 39.5 6 1.0 1.0 5.0 1.823545e+05 71525 59.5 4 20.0 20.0 33.0 1.824040e+05 71530 29.5 3 6.0 4.0 8.0 8.500000e+04 71533 39.5 6 10.0 8.0 8.0 1.350000e+05 71555 29.5 5 12.0 8.0 8.0 1.614936e+05 71558 29.5 5 15.0 7.0 7.0 1.850000e+05 71575 29.5 5 10.0 5.0 7.0 1.400000e+05 71607 49.5 6 43.0 33.0 33.0 1.927973e+05 71610 21.0 6 6.0 1.0 1.0 1.630353e+05 71611 29.5 5 7.0 3.0 7.0 9.900000e+04 71616 29.5 4 8.0 3.0 3.0 4.500000e+04 71621 29.5 5 5.0 3.0 7.0 1.350000e+05 71627 39.5 6 25.0 17.0 17.0 5.000000e+05 71642 39.5 5 25.0 23.0 16.0 2.200000e+05 71662 39.5 3 5.0 4.0 9.0 6.500000e+04 71663 29.5 5 5.0 2.0 2.0 8.200000e+04 71667 29.5 5 9.0 5.0 5.0 1.614936e+05 71668 29.5 5 10.0 5.0 7.0 1.300000e+05 71670 49.5 5 32.0 21.0 30.0 9.000000e+04 71671 0.0 5 46.0 42.0 -16.0 1.306873e+05 71675 39.5 3 20.0 18.0 21.0 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2.0 2.0 1.614936e+05 75812 29.5 6 10.0 5.0 7.0 1.000000e+05 75819 49.5 3 23.0 NaN 25.0 1.615432e+05 75833 29.5 5 8.0 1.0 7.0 8.300000e+04 75840 65.0 5 30.0 20.0 37.0 1.985656e+05 75847 21.0 0 15.0 0.0 2.0 1.000000e+04 75848 21.0 3 4.0 3.0 1.0 3.000000e+04 75853 29.5 5 7.0 7.0 7.0 1.150000e+05 75854 49.5 5 20.0 10.0 24.0 7.500000e+04 75858 39.5 5 8.0 6.0 6.0 1.250000e+05 75860 39.5 5 22.0 19.0 18.0 4.600000e+05 75867 29.5 3 3.0 2.0 9.0 1.406575e+05 75869 39.5 6 36.0 23.0 15.0 9.200000e+04 75870 39.5 6 19.0 17.0 17.0 2.500000e+05 75874 21.0 5 12.0 3.0 3.0 7.400000e+04 75879 21.0 5 6.0 1.0 1.0 2.500000e+05 75882 39.5 5 20.0 15.0 18.0 1.500000e+05 75883 49.5 6 18.0 18.0 18.0 1.800000e+05 75886 29.5 5 8.0 4.0 5.0 1.230000e+05 75890 39.5 7 2.0 2.0 2.0 9.200000e+04 75894 21.0 5 7.0 2.0 4.0 9.000000e+04 75897 29.5 5 10.0 6.0 6.0 2.200000e+05 75904 21.0 5 6.0 2.0 0.0 7.000000e+04 75912 29.5 5 12.0 7.0 7.0 1.245000e+05 75920 29.5 7 15.0 10.0 5.0 1.823297e+05 75921 29.5 3 4.0 3.0 8.0 7.500000e+04 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7 11.0 5.0 7.0 2.600000e+05 76006 39.5 3 7.0 6.0 15.0 1.077630e+05 76008 29.5 5 18.0 13.0 13.0 1.830000e+05 76015 29.5 5 16.0 11.0 11.0 8.500000e+04 76020 29.5 5 11.0 7.0 7.0 1.614936e+05 76022 39.5 5 23.0 17.0 17.0 1.719364e+05 76033 21.0 5 8.0 6.0 6.0 1.300000e+05 76038 21.0 5 6.0 4.0 1.0 3.000000e+05 76049 21.0 5 7.0 0.0 0.0 7.700000e+04 76052 29.5 3 3.0 3.0 10.0 1.500000e+05 76058 29.5 7 11.0 3.0 4.0 1.450000e+05 76062 65.0 6 48.0 43.0 44.0 1.728000e+05 76066 65.0 5 30.0 NaN 36.0 5.400000e+04 76067 39.5 4 11.0 8.0 17.0 2.400000e+05 76068 21.0 5 4.0 0.0 0.0 5.200000e+04 76075 29.5 6 16.0 13.0 13.0 1.719117e+05 76076 29.5 7 4.0 3.0 5.0 1.600000e+05 76078 21.0 5 9.0 1.0 1.0 1.300000e+05 76087 39.5 3 20.0 4.0 3.0 8.000000e+04 76088 59.5 5 41.0 36.0 36.0 1.040000e+05 76096 29.5 5 11.0 5.0 5.0 4.000000e+05 76099 29.5 5 9.0 8.0 7.0 1.100000e+05 76124 29.5 6 25.0 11.0 11.0 6.000000e+05 76128 39.5 5 25.0 21.0 16.0 1.349000e+05 76134 29.5 5 17.0 2.0 2.0 8.300000e+04 76137 29.5 5 5.0 4.0 7.0 1.500000e+05 76155 49.5 5 26.0 20.0 24.0 1.000000e+05 76162 21.0 3 8.0 2.0 1.0 1.317811e+05 76171 29.5 5 9.0 5.0 5.0 1.750000e+05 76176 59.5 5 40.0 32.0 33.0 1.928221e+05 76180 49.5 4 25.0 10.0 24.0 8.000000e+04 76188 21.0 5 10.0 2.0 0.0 1.150000e+05 76197 59.5 3 44.0 40.0 33.0 3.200000e+04 76202 29.5 5 10.0 0.0 1.0 1.750000e+05 76219 39.5 6 25.0 15.0 15.0 1.823545e+05 76232 39.5 5 17.0 0.0 20.0 1.719364e+05 76236 29.5 5 6.0 5.0 8.0 1.500000e+05 76267 49.5 5 37.0 27.0 27.0 1.823793e+05 76274 29.5 6 13.0 7.0 7.0 8.250000e+05 76320 29.5 3 18.0 9.0 9.0 2.060000e+05 76338 39.5 1 20.0 14.0 19.0 3.000000e+05 76355 29.5 5 10.0 7.0 7.0 1.140000e+05 76362 39.5 5 35.0 23.0 23.0 2.750000e+05 76384 29.5 5 23.0 10.0 10.0 3.500000e+05 76386 29.5 5 14.0 5.0 7.0 1.850000e+05 76392 29.5 5 12.0 8.0 8.0 1.650000e+05 76407 29.5 3 9.0 4.0 8.0 0.000000e+00 76485 39.5 5 7.0 5.0 23.0 1.200000e+06 76501 21.0 3 10.0 4.0 1.0 7.500000e+04 76508 0.0 6 40.0 30.0 30.0 1.411054e+05 76625 29.5 5 4.0 2.0 8.0 1.614936e+05 76671 29.5 5 18.0 6.0 8.0 1.614936e+05 76740 39.5 3 22.0 18.0 20.0 1.511004e+05 76856 29.5 3 12.0 9.0 9.0 1.406575e+05 77137 39.5 5 30.0 20.0 20.0 1.719364e+05 77239 29.5 5 11.0 4.0 5.0 9.500000e+04 77246 39.5 5 10.0 9.0 16.0 2.200000e+05 77342 65.0 7 50.0 43.0 36.0 2.194017e+05 77366 49.5 5 22.0 25.0 25.0 1.410000e+05 77460 39.5 5 20.0 5.0 16.0 1.200000e+05 77510 29.5 5 29.0 15.0 10.0 6.500000e+04 77550 39.5 2 20.0 20.0 20.0 1.650000e+05 77555 39.5 5 20.0 10.0 10.0 2.100000e+05 77587 29.5 5 6.0 2.0 7.0 1.450000e+05 77591 39.5 5 6.0 4.0 12.0 8.000000e+04 77615 39.5 3 15.0 12.0 17.0 1.511004e+05 77625 49.5 3 14.0 8.0 25.0 1.100000e+05 77652 49.5 5 40.0 27.0 27.0 2.346900e+05 77700 29.5 6 10.0 6.0 6.0 1.650000e+05 77701 21.0 5 7.0 3.0 3.0 1.250000e+05 77783 29.5 6 3.0 2.0 2.0 7.150000e+04 77794 59.5 4 40.0 36.0 33.0 1.824040e+05 77800 21.0 5 6.0 2.0 2.0 5.360000e+04 77845 59.5 5 29.0 29.0 32.0 1.040000e+05 77859 49.5 5 22.0 19.0 22.0 2.500000e+05 77860 29.5 5 13.0 10.0 10.0 9.000000e+04 77861 29.5 6 8.0 5.0 7.0 1.800000e+05 77866 29.5 5 8.0 3.0 7.0 7.300000e+04 77868 29.5 5 14.0 9.0 7.0 1.300000e+05 77874 49.5 5 26.0 22.0 25.0 1.823793e+05 77875 29.5 5 8.0 1.0 1.0 6.000000e+04 77878 21.0 5 8.0 1.0 0.0 1.150000e+05 77908 29.5 5 17.0 12.0 7.0 1.075000e+05 77919 29.5 6 14.0 4.0 4.0 1.650000e+05 77923 49.5 5 25.0 24.0 24.0 2.400000e+05 77929 29.5 5 18.0 12.0 12.0 1.614936e+05 77937 21.0 6 6.0 0.0 1.0 1.200000e+05 77941 29.5 3 18.0 8.0 8.0 1.720000e+05 77946 29.5 5 14.0 10.0 10.0 1.420000e+05 77955 29.5 3 13.0 5.0 5.0 1.050000e+05 77959 29.5 5 9.0 6.0 6.0 1.820000e+05 77961 29.5 5 14.0 11.0 11.0 1.500000e+05 77984 29.5 5 7.0 3.0 7.0 8.250000e+04 77997 39.5 2 20.0 15.0 17.0 1.406823e+05 78003 29.5 3 3.0 2.0 2.0 5.000000e+04 78006 21.0 5 9.0 1.0 1.0 5.400000e+04 78013 39.5 5 18.0 16.0 16.0 2.000000e+05 78016 39.5 5 23.0 12.0 12.0 2.500000e+05 78047 39.5 3 23.0 12.0 16.0 9.500000e+04 78059 29.5 4 10.0 8.0 8.0 9.500000e+04 78073 49.5 3 18.0 18.0 18.0 2.200000e+05 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2.300000e+05 78214 29.5 5 15.0 2.0 2.0 8.000000e+04 78215 29.5 5 8.0 3.0 5.0 7.000000e+04 78224 59.5 6 17.0 15.0 45.0 2.000000e+05 78226 39.5 5 11.0 8.0 16.0 1.400000e+05 78227 29.5 5 8.0 5.0 7.0 1.200000e+05 78233 21.0 5 6.0 2.0 0.0 9.000000e+04 78235 29.5 6 5.0 1.0 6.0 5.400000e+04 78250 59.5 3 42.0 40.0 40.0 1.719860e+05 78255 29.5 5 5.0 4.0 7.0 1.000000e+05 78269 21.0 5 6.0 2.0 0.0 1.526172e+05 78299 29.5 5 12.0 8.0 8.0 1.700000e+05 78302 39.5 3 25.0 15.0 15.0 6.800000e+04 78329 21.0 5 5.0 0.0 3.0 1.950000e+04 78332 59.5 5 44.0 41.0 32.0 1.600000e+05 78335 29.5 5 15.0 10.0 10.0 1.300000e+05 78337 21.0 5 7.0 1.0 1.0 1.500000e+05 78349 29.5 4 20.0 3.0 3.0 1.510756e+05 78350 59.5 6 40.0 33.0 32.0 2.032401e+05 78356 21.0 5 7.0 1.0 1.0 1.526172e+05 78359 21.0 5 6.0 0.0 1.0 1.050000e+05 78361 29.5 6 10.0 4.0 7.0 1.000000e+05 78368 29.5 5 18.0 10.0 10.0 4.700000e+05 78369 21.0 2 1.0 0.0 2.0 1.213631e+05 78373 29.5 2 12.0 12.0 15.0 3.370000e+05 78384 29.5 5 6.0 4.0 7.0 1.160000e+05 78397 29.5 5 15.0 11.0 11.0 2.078460e+05 78398 29.5 5 8.0 4.0 7.0 1.400000e+05 78399 39.5 5 20.0 15.0 15.0 1.200000e+05 78409 21.0 5 7.0 2.0 0.0 1.526172e+05 78420 29.5 5 12.0 8.0 8.0 2.000000e+05 78445 49.5 5 30.0 25.0 25.0 4.000000e+05 78452 39.5 5 20.0 20.0 20.0 5.000000e+05 78455 59.5 6 46.0 40.0 31.0 9.500000e+04 78473 29.5 6 12.0 4.0 4.0 1.980000e+05 78477 49.5 4 25.0 23.0 37.0 2.020000e+05 78497 21.0 5 10.0 3.0 3.0 9.010000e+04 78498 29.5 2 10.0 5.0 8.0 3.500000e+04 78502 49.5 3 32.0 25.0 25.0 1.615432e+05 78503 21.0 3 10.0 3.0 3.0 1.600000e+05 78514 29.5 6 15.0 4.0 4.0 1.090000e+05 78527 29.5 5 8.0 8.0 7.0 1.050000e+05 78540 39.5 5 15.0 10.0 11.0 1.050000e+05 78561 29.5 5 3.0 1.0 1.0 1.614936e+05 78562 29.5 5 10.0 8.0 8.0 2.600000e+05 78565 21.0 5 8.0 1.0 1.0 8.200000e+04 78596 21.0 5 7.0 3.0 3.0 8.600000e+04 78617 21.0 5 8.0 4.0 0.0 9.000000e+04 78621 29.5 7 7.0 5.0 6.0 1.350000e+05 78628 65.0 6 40.0 40.0 36.0 1.400000e+05 78631 29.5 5 12.0 8.0 9.0 4.100000e+05 78640 65.0 7 51.0 51.0 36.0 2.000000e+05 78648 21.0 3 10.0 2.0 2.0 1.000000e+05 78649 39.5 5 21.0 18.0 18.0 1.900000e+05 78651 29.5 5 5.0 2.0 8.0 1.614936e+05 78657 29.5 5 8.0 4.0 8.0 1.614936e+05 78682 59.5 3 26.0 20.0 34.0 1.719860e+05 78704 29.5 5 3.0 0.0 1.0 7.000000e+04 78712 21.0 5 6.0 2.0 2.0 1.020000e+05 78719 39.5 7 14.0 8.0 16.0 3.500000e+05 78737 21.0 5 5.0 2.0 2.0 2.184000e+04 78738 49.5 3 28.0 28.0 28.0 2.550000e+05 78751 29.5 5 8.0 5.0 5.0 2.060000e+05 78753 39.5 3 16.0 16.0 17.0 1.511004e+05 78787 29.5 5 8.0 3.0 3.0 9.600000e+04 78792 21.0 5 6.0 1.0 0.0 1.526172e+05 78802 29.5 6 8.0 5.0 5.0 1.295000e+05 78803 49.5 5 27.0 27.0 24.0 9.000000e+04 78804 29.5 5 10.0 5.0 8.0 1.614936e+05 78811 39.5 5 5.0 2.0 15.0 9.000000e+04 78812 29.5 6 12.0 3.0 7.0 2.000000e+05 78813 29.5 5 5.0 3.0 7.0 6.300000e+04 78839 49.5 6 14.0 11.0 23.0 6.600000e+04 78845 59.5 7 45.0 NaN 32.0 2.136582e+05 78859 39.5 4 12.0 10.0 16.0 1.615184e+05 78861 39.5 3 23.0 19.0 20.0 1.800000e+05 78871 21.0 5 5.0 0.0 0.0 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80919 29.5 4 15.0 5.0 8.0 9.800000e+04 80925 29.5 5 8.0 4.0 4.0 1.550000e+05 80933 21.0 2 10.0 4.0 3.0 2.142400e+05 80940 29.5 5 18.0 11.0 11.0 4.800000e+05 80950 29.5 5 4.0 2.0 2.0 1.100000e+05 80976 59.5 5 4.0 3.0 33.0 1.928221e+05 80978 49.5 5 31.0 28.0 28.0 1.823793e+05 80982 59.5 6 25.0 10.0 32.0 2.032401e+05 80983 29.5 5 5.0 1.0 7.0 1.050000e+05 80999 29.5 5 10.0 8.0 8.0 1.614936e+05 81002 65.0 6 22.0 20.0 37.0 2.089837e+05 81019 65.0 3 51.0 51.0 50.0 9.000000e+04 81020 0.0 5 30.0 30.0 30.0 1.950000e+05 81026 59.5 6 49.0 43.0 49.0 1.740000e+05 81042 29.5 5 10.0 5.0 5.0 1.000000e+05 81046 59.5 6 41.0 33.0 32.0 1.570000e+05 81048 49.5 6 35.0 25.0 25.0 1.300000e+05 81050 59.5 6 40.0 40.0 31.0 7.500000e+04 81054 21.0 5 13.0 8.0 6.0 1.200000e+05 81058 29.5 5 8.0 3.0 3.0 1.500000e+05 81086 29.5 6 3.0 0.0 1.0 1.200000e+05 81088 29.5 3 9.0 9.0 10.0 7.488000e+04 81089 29.5 5 1.0 0.0 8.0 1.614936e+05 81101 21.0 5 6.0 2.0 0.0 1.526172e+05 81103 39.5 5 20.0 12.0 15.0 8.000000e+04 81106 29.5 3 12.0 5.0 9.0 1.750000e+05 81116 29.5 5 5.0 3.0 7.0 4.000000e+04 81118 59.5 5 38.0 35.0 35.0 1.800000e+05 81120 29.5 3 3.0 1.0 3.0 3.000000e+04 81127 21.0 5 5.0 1.0 1.0 9.750000e+04 81133 29.5 3 2.0 0.0 8.0 9.000000e+04 81139 39.5 5 6.0 3.0 16.0 1.719364e+05 81140 29.5 5 5.0 3.0 8.0 1.614936e+05 81141 29.5 3 7.0 2.0 8.0 2.400000e+03 81149 29.5 5 9.0 5.0 7.0 6.000000e+04 81155 65.0 0 50.0 50.0 39.0 1.300000e+05 81156 29.5 5 5.0 0.0 5.0 1.300000e+05 81177 29.5 5 8.0 4.0 4.0 1.370000e+05 81187 39.5 6 25.0 21.0 20.0 1.600000e+05 81193 49.5 7 31.0 13.0 13.0 8.000000e+05 81207 59.5 6 42.0 34.0 34.0 1.100000e+05 81215 29.5 6 12.0 6.0 5.0 2.400000e+05 81220 29.5 5 12.0 5.0 7.0 8.200000e+04 81222 39.5 5 10.0 8.0 8.0 1.450000e+05 81223 29.5 5 14.0 7.0 7.0 1.100000e+05 81225 29.5 5 3.0 0.0 1.0 1.150000e+05 81228 65.0 5 47.0 43.0 38.0 2.950000e+05 81229 39.5 4 25.0 14.0 14.0 9.200000e+04 81234 29.5 5 7.0 5.0 3.0 7.400000e+04 81240 29.5 5 6.0 2.0 3.0 1.050000e+05 81254 65.0 5 45.0 42.0 37.0 1.985656e+05 81270 29.5 5 3.0 0.0 7.0 5.000000e+04 81273 29.5 5 11.0 4.0 7.0 9.500000e+04 81275 59.5 6 43.0 42.0 32.0 1.500000e+05 81280 29.5 3 3.0 3.0 8.0 1.000000e+05 81287 39.5 6 8.0 7.0 13.0 1.823545e+05 81299 29.5 3 2.0 1.0 2.0 1.406575e+05 81305 29.5 5 14.0 10.0 7.0 1.500000e+05 81308 21.0 3 11.0 5.0 5.0 5.300000e+04 81312 59.5 6 46.0 40.0 32.0 1.800000e+05 81315 59.5 7 45.0 38.0 35.0 2.300000e+05 81321 59.5 6 45.0 43.0 32.0 2.032401e+05 81327 21.0 5 6.0 1.0 1.0 1.200000e+05 81338 39.5 6 20.0 25.0 25.0 2.450000e+05 81352 65.0 6 51.0 45.0 37.0 2.089837e+05 81354 21.0 5 9.0 4.0 4.0 1.200000e+05 81358 21.0 6 9.0 3.0 3.0 1.500000e+05 81360 21.0 5 4.0 0.0 0.0 7.500000e+04 81368 29.5 6 16.0 6.0 9.0 2.500000e+05 81377 29.5 5 3.0 2.0 2.0 1.000000e+05 81385 29.5 5 13.0 4.0 4.0 1.180000e+05 81388 59.5 6 43.0 33.0 33.0 2.980000e+05 81389 59.5 5 42.0 38.0 33.0 2.750000e+05 81392 21.0 5 6.0 0.0 1.0 7.000000e+04 81393 29.5 7 16.0 16.0 7.0 2.250000e+05 81401 39.5 6 22.0 17.0 18.0 1.100000e+05 81405 39.5 6 20.0 15.0 20.0 1.210000e+05 81407 49.5 5 35.0 20.0 20.0 2.000000e+05 81409 59.5 5 30.0 25.0 33.0 1.928221e+05 81412 49.5 5 25.0 25.0 33.0 1.900000e+05 81436 21.0 5 10.0 3.0 3.0 1.050000e+05 81456 29.5 6 6.0 3.0 3.0 1.719117e+05 81478 29.5 2 4.0 1.0 9.0 1.370000e+05 81480 39.5 5 17.0 13.0 13.0 4.330000e+05 81481 49.5 6 25.0 14.0 24.0 1.800000e+05 81499 49.5 6 30.0 30.0 24.0 2.300000e+05 81518 39.5 5 24.0 13.0 20.0 1.719364e+05 81538 59.5 6 17.0 17.0 30.0 2.032401e+05 81541 29.5 5 10.0 6.0 8.0 1.700000e+05 81553 21.0 5 6.0 2.0 4.0 9.000000e+04 81555 29.5 5 13.0 10.0 10.0 1.500000e+05 81559 49.5 4 25.0 20.0 25.0 1.719612e+05 81565 29.5 5 12.0 10.0 10.0 1.500000e+05 81566 59.5 5 45.0 40.0 32.0 1.500000e+05 81579 29.5 5 10.0 5.0 7.0 6.000000e+04 81583 21.0 5 9.0 2.0 1.0 2.000000e+05 81585 29.5 5 6.0 6.0 7.0 1.430000e+05 81602 59.5 3 40.0 30.0 40.0 1.719860e+05 81604 29.5 6 15.0 6.0 6.0 2.100000e+05 81610 21.0 5 6.0 NaN 0.0 1.526172e+05 81613 29.5 5 9.0 5.0 5.0 6.100000e+04 81622 21.0 6 10.0 5.0 50.0 1.630353e+05 81624 65.0 5 41.0 38.0 39.0 1.200000e+05 81635 29.5 6 7.0 4.0 7.0 8.900000e+04 81637 39.5 5 3.0 1.0 1.0 9.000000e+04 81644 21.0 6 10.0 1.0 1.0 1.100000e+05 81647 29.5 5 7.0 7.0 7.0 1.400000e+05 81652 29.5 5 13.0 7.0 7.0 1.250000e+05 81669 21.0 5 5.0 1.0 1.0 1.160000e+05 81686 65.0 5 51.0 10.0 37.0 1.985656e+05 81689 59.5 5 46.0 41.0 45.0 1.100000e+05 81722 21.0 2 5.0 1.0 1.0 2.500000e+04 81723 29.5 5 7.0 4.0 4.0 1.300000e+05 81725 49.5 5 30.0 25.0 25.0 1.823793e+05 81735 59.5 3 40.0 40.0 34.0 1.719860e+05 81736 39.5 6 7.0 7.0 15.0 1.720000e+05 81744 39.5 4 17.0 14.0 15.0 1.330000e+05 81751 29.5 5 10.0 4.0 5.0 7.600000e+04 81761 65.0 3 44.0 43.0 43.0 9.200000e+04 81762 29.5 5 9.0 5.0 5.0 1.614936e+05 81772 39.5 5 22.0 19.0 19.0 2.500000e+05 81782 49.5 6 30.0 25.0 25.0 2.000000e+05 81785 21.0 4 5.0 2.0 1.0 1.550000e+05 81788 39.5 5 15.0 13.0 13.0 1.850000e+05 81791 21.0 5 9.0 3.0 2.0 1.200000e+05 81793 49.5 5 32.0 24.0 30.0 4.500000e+05 81795 29.5 5 12.0 6.0 11.0 1.700000e+05 81814 21.0 5 7.0 4.0 4.0 1.050000e+05 81818 49.5 6 37.0 30.0 34.0 1.927973e+05 81832 29.5 5 4.0 0.0 5.0 1.200000e+05 81834 29.5 4 5.0 4.0 12.0 1.050000e+05 81835 21.0 5 10.0 4.0 0.0 1.526172e+05 81845 21.0 5 6.0 1.0 1.0 9.500000e+04 81850 21.0 5 7.0 1.0 0.0 1.300000e+05 81856 29.5 5 12.0 5.0 5.0 1.750000e+05 81869 29.5 5 15.0 1.0 2.0 1.500000e+05 81872 29.5 5 10.0 8.0 7.0 8.000000e+04 81877 21.0 5 5.0 2.0 3.0 7.400000e+04 81890 65.0 6 51.0 51.0 36.0 8.000000e+04 81893 21.0 5 9.0 4.0 4.0 2.100000e+05 81913 29.5 6 7.0 5.0 4.0 1.250000e+05 81921 21.0 5 5.0 3.0 0.0 7.000000e+04 81922 59.5 6 37.0 32.0 37.0 1.350000e+05 81924 29.5 3 4.0 2.0 2.0 1.400000e+05 81930 49.5 4 29.0 24.0 25.0 2.100000e+05 81934 17.0 2 3.0 NaN 0.0 1.171860e+05 81946 29.5 1 11.0 4.0 9.0 1.198214e+05 81956 21.0 5 8.0 2.0 0.0 7.250000e+04 81958 29.5 5 16.0 12.0 10.0 1.280000e+05 81959 59.5 6 30.0 25.0 25.0 9.000000e+04 81961 39.5 5 18.0 14.0 16.0 1.850000e+05 81962 39.5 5 20.0 16.0 16.0 1.719364e+05 81979 49.5 3 30.0 25.0 25.0 1.615432e+05 81982 39.5 5 15.0 13.0 15.0 1.100000e+05 81986 29.5 4 3.0 1.0 8.0 1.510756e+05 81993 29.5 5 7.0 7.0 7.0 8.000000e+04 81997 21.0 3 5.0 2.0 1.0 6.500000e+04 82009 59.5 6 30.0 NaN 31.0 5.000000e+04 82012 39.5 6 15.0 10.0 15.0 1.200000e+05 82020 39.5 5 16.0 10.0 10.0 1.910000e+05 82031 21.0 5 8.0 0.0 0.0 7.500000e+04 82035 21.0 5 6.0 2.0 6.0 1.526172e+05 82044 59.5 5 40.0 35.0 33.0 1.928221e+05 82050 39.5 5 5.0 3.0 5.0 1.010000e+05 82053 29.5 5 15.0 10.0 16.0 1.000000e+05 82061 29.5 3 15.0 9.0 14.0 2.100000e+05 82069 49.5 3 38.0 25.0 25.0 1.167500e+05 82083 29.5 5 4.0 3.0 3.0 1.000000e+05 82088 21.0 5 5.0 2.0 0.0 1.160000e+05 82092 49.5 6 30.0 26.0 24.0 1.927973e+05 82098 21.0 5 4.0 1.0 1.0 1.410000e+05 82105 39.5 5 22.0 18.0 20.0 2.400000e+05 82122 39.5 5 4.0 4.0 5.0 6.000000e+04 82129 29.5 5 20.0 10.0 13.0 1.865600e+05 82131 29.5 5 5.0 2.0 2.0 9.000000e+04 82133 29.5 5 13.0 13.0 13.0 1.950000e+05 82143 29.5 3 5.0 3.0 3.0 1.406575e+05 82146 39.5 5 22.0 18.0 17.0 3.000000e+05 82159 29.5 5 8.0 5.0 5.0 1.000000e+05 82166 21.0 3 8.0 3.0 1.0 1.000000e+05 82169 65.0 5 40.0 32.0 37.0 1.985656e+05 82182 21.0 5 4.0 1.0 0.0 1.526172e+05 82185 59.5 6 35.0 23.0 32.0 1.600000e+05 82209 29.5 5 3.0 1.0 1.0 7.500000e+04 82216 29.5 5 11.0 6.0 8.0 1.800000e+05 82219 29.5 5 11.0 9.0 7.0 1.470000e+05 82223 39.5 7 12.0 10.0 16.0 3.000000e+05 82235 29.5 5 6.0 5.0 5.0 9.000000e+04 82243 29.5 6 10.0 6.0 10.0 1.719117e+05 82252 59.5 5 45.0 38.0 45.0 2.000000e+05 82255 21.0 5 7.0 2.0 2.0 7.500000e+04 82257 29.5 4 3.0 3.0 8.0 1.510756e+05 82259 21.0 3 12.0 2.0 8.0 3.600000e+04 82262 21.0 5 7.0 3.0 6.0 7.000000e+04 82264 21.0 5 8.0 2.0 3.0 1.270000e+05 82273 39.5 7 5.0 4.0 14.0 3.600000e+04 82283 29.5 6 6.0 5.0 5.0 1.150000e+05 82287 39.5 5 23.0 17.0 17.0 1.500000e+05 82297 21.0 5 12.0 7.0 7.0 7.000000e+04 82307 65.0 5 30.0 30.0 37.0 1.985656e+05 82311 29.5 5 10.0 7.0 7.0 1.500000e+05 82315 49.5 5 24.0 28.0 25.0 2.500000e+05 82331 59.5 5 38.0 26.0 33.0 1.928221e+05 82343 29.5 5 14.0 1.0 4.0 4.000000e+04 82362 49.5 6 38.0 32.0 23.0 6.000000e+04 82371 29.5 5 8.0 6.0 8.0 1.400000e+05 82376 21.0 5 6.0 2.0 1.0 1.600000e+05 82392 29.5 6 17.0 12.0 7.0 2.200000e+05 82393 29.5 5 14.0 9.0 8.0 1.614936e+05 82395 29.5 5 7.0 6.0 8.0 2.000000e+05 82406 39.5 4 3.0 2.0 16.0 6.800000e+04 82420 21.0 5 9.0 2.0 1.0 7.500000e+04 82431 29.5 3 4.0 2.0 8.0 6.500000e+04 82441 21.0 5 12.0 4.0 0.0 9.500000e+04 82452 29.5 6 14.0 10.0 10.0 4.200000e+05 82461 39.5 5 16.0 8.0 8.0 1.900000e+05 82467 65.0 6 51.0 51.0 36.0 1.000000e+05 82468 59.5 6 23.0 20.0 25.0 1.100000e+05 82477 21.0 5 8.0 4.0 8.0 1.200000e+05 82481 29.5 5 12.0 7.0 7.0 9.500000e+04 82484 21.0 5 6.0 0.0 0.0 9.300000e+04 82490 29.5 2 15.0 10.0 9.0 8.100000e+04 82495 29.5 5 15.0 5.0 7.0 1.000000e+00 82498 29.5 5 12.0 7.0 8.0 1.600000e+05 82513 29.5 5 6.0 4.0 4.0 1.000000e+05 82514 29.5 5 8.0 4.0 7.0 9.500000e+04 82515 29.5 5 7.0 5.0 8.0 1.890000e+05 82516 29.5 5 18.0 12.0 12.0 2.000000e+05 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29.5 3 14.0 12.0 9.0 1.406575e+05 86572 29.5 5 7.0 2.0 7.0 6.500000e+04 86576 21.0 3 5.0 5.0 5.0 9.000000e+04 86580 21.0 6 5.0 1.0 0.0 1.630353e+05 86586 39.5 5 22.0 5.0 5.0 1.000000e+05 86590 49.5 7 30.0 12.0 23.0 2.032154e+05 86628 39.5 5 26.0 22.0 22.0 1.400000e+05 86631 29.5 5 8.0 6.0 8.0 1.600000e+05 86633 39.5 6 25.0 20.0 25.0 1.830000e+05 86635 29.5 5 2.0 1.0 7.0 8.000000e+04 86643 29.5 5 11.0 8.0 8.0 1.700000e+05 86677 39.5 5 14.0 10.0 16.0 1.200000e+05 86686 65.0 5 51.0 45.0 46.0 1.250000e+05 86687 49.5 3 29.0 29.0 29.0 8.500000e+04 86690 29.5 5 10.0 7.0 7.0 1.250000e+05 86692 59.5 6 30.0 30.0 32.0 2.032401e+05 86697 29.5 6 13.0 9.0 7.0 1.600000e+05 86700 39.5 5 25.0 18.0 25.0 1.600000e+05 86701 29.5 5 9.0 6.0 8.0 2.600000e+05 86703 29.5 3 4.0 3.0 9.0 1.406575e+05 86707 21.0 3 4.0 3.0 3.0 8.500000e+04 86739 49.5 6 40.0 15.0 23.0 1.114830e+05 86757 21.0 5 5.0 1.0 1.0 9.000000e+04 86758 29.5 5 8.0 4.0 7.0 1.100000e+05 86789 39.5 3 15.0 12.0 12.0 1.800000e+05 86792 21.0 5 8.0 2.0 0.0 8.000000e+04 86795 65.0 6 51.0 51.0 50.0 1.000000e+05 86806 29.5 5 10.0 8.0 8.0 1.850000e+05 86808 39.5 7 20.0 6.0 6.0 1.800000e+05 86820 39.5 5 10.0 8.0 8.0 2.250000e+05 86822 29.5 7 3.0 1.0 6.0 6.600000e+04 86830 29.5 3 7.0 6.0 5.0 1.450000e+05 86832 29.5 5 10.0 1.0 7.0 6.027800e+04 86841 39.5 5 11.0 2.0 15.0 8.500000e+04 86845 39.5 4 21.0 16.0 21.0 1.150000e+05 86850 29.5 5 12.0 8.0 8.0 1.614936e+05 86857 49.5 7 25.0 23.0 23.0 1.820000e+05 86858 21.0 5 6.0 2.0 3.0 8.000000e+04 86880 0.0 7 40.0 35.0 -16.0 2.500000e+05 86884 39.5 5 26.0 16.0 16.0 1.060000e+05 86892 59.5 5 27.0 23.0 33.0 1.928221e+05 86904 21.0 5 7.0 3.0 3.0 3.500000e+05 86914 29.5 2 10.0 6.0 9.0 1.302395e+05 86919 21.0 5 10.0 2.0 2.0 7.300000e+04 86924 59.5 6 30.0 30.0 30.0 2.850000e+05 86934 39.5 5 32.0 20.0 17.0 3.150000e+05 86938 29.5 2 10.0 2.0 2.0 1.360000e+05 86959 29.5 5 10.0 8.0 8.0 2.300000e+05 86961 29.5 6 4.0 1.0 1.0 2.200000e+05 86963 59.5 5 50.0 40.0 40.0 1.928221e+05 86970 29.5 5 19.0 11.0 8.0 2.560000e+05 86972 29.5 2 10.0 6.0 6.0 1.600000e+05 86977 29.5 5 12.0 8.0 8.0 1.900000e+05 86978 21.0 6 5.0 4.0 4.0 4.050000e+04 86979 29.5 6 5.0 2.0 6.0 7.500000e+04 86981 49.5 3 7.0 7.0 25.0 1.100000e+05 86997 29.5 6 9.0 6.0 6.0 1.700000e+05 87005 21.0 5 6.0 2.0 2.0 9.500000e+04 87024 39.5 5 5.0 5.0 16.0 1.280000e+05 87030 39.5 5 18.0 15.0 15.0 2.020000e+05 87037 39.5 3 27.0 25.0 25.0 1.320000e+05 87043 29.5 5 3.0 2.0 2.0 1.050000e+05 87055 29.5 5 15.0 12.0 15.0 1.350000e+05 87056 29.5 5 9.0 4.0 4.0 3.800000e+04 87062 39.5 3 30.0 18.0 25.0 1.511004e+05 87066 65.0 4 13.0 5.0 38.0 1.881476e+05 87079 29.5 3 17.0 11.0 11.0 1.260000e+05 87084 39.5 3 25.0 15.0 20.0 1.200000e+05 87085 65.0 3 40.0 NaN 38.0 1.777295e+05 87095 29.5 3 5.0 0.0 8.0 7.500000e+04 87096 21.0 4 6.0 2.0 0.0 3.600000e+04 87103 49.5 5 25.0 23.0 23.0 2.100000e+05 87108 21.0 2 6.0 3.0 2.0 8.900000e+04 87117 21.0 5 7.0 0.0 1.0 6.000000e+04 87129 29.5 6 10.0 5.0 5.0 3.000000e+05 87130 29.5 5 10.0 5.0 5.0 1.050000e+05 87136 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24.0 1.850000e+05 87293 21.0 5 9.0 1.0 0.0 1.005000e+05 87303 39.5 3 13.0 10.0 10.0 1.650000e+05 87315 39.5 6 10.0 10.0 10.0 2.200000e+05 87320 65.0 3 35.0 30.0 38.0 1.777295e+05 87322 0.0 6 NaN NaN -17.0 1.411054e+05 87330 39.5 5 3.0 3.0 23.0 1.440000e+05 87339 39.5 5 21.0 15.0 15.0 8.964800e+04 87340 49.5 5 43.0 37.0 37.0 1.800000e+05 87343 29.5 6 8.0 5.0 5.0 2.150000e+05 87347 39.5 2 4.0 2.0 22.0 9.000000e+04 87366 29.5 5 10.0 6.0 7.0 9.700000e+04 87372 29.5 6 10.0 8.0 8.0 1.780000e+05 87381 0.0 5 43.0 36.0 -16.0 1.306873e+05 87384 65.0 5 51.0 45.0 37.0 1.985656e+05 87389 29.5 5 2.0 0.0 7.0 8.500000e+04 87396 39.5 5 17.0 15.0 15.0 1.800000e+05 87406 21.0 2 5.0 3.0 5.0 1.213631e+05 87409 29.5 5 9.0 5.0 8.0 1.700000e+05 87415 39.5 3 20.0 18.0 18.0 2.300000e+05 87417 29.5 4 7.0 4.0 8.0 1.200000e+05 87423 29.5 5 7.0 3.0 3.0 1.020000e+05 87424 39.5 5 20.0 16.0 16.0 1.700000e+05 87427 29.5 3 10.0 13.0 11.0 5.000000e+05 87436 39.5 6 6.0 5.0 10.0 1.700000e+05 87437 21.0 3 10.0 7.0 7.0 1.317811e+05 87440 49.5 3 31.0 29.0 28.0 1.615432e+05 87444 29.5 5 6.0 2.0 7.0 1.018000e+05 87445 21.0 6 7.0 2.0 2.0 1.000000e+05 87453 21.0 5 6.0 2.0 2.0 1.000000e+05 87457 39.5 6 35.0 21.0 21.0 1.520000e+05 87463 29.5 3 10.0 10.0 10.0 1.400000e+05 87474 59.5 6 42.0 42.0 45.0 1.500000e+05 87476 29.5 4 7.0 3.0 3.0 1.180000e+05 87478 49.5 5 37.0 25.0 25.0 1.700000e+05 87492 39.5 3 17.0 13.0 14.0 3.000000e+05 87502 29.5 5 14.0 2.0 15.0 6.000000e+04 87506 29.5 5 3.0 3.0 8.0 1.614936e+05 87516 39.5 6 15.0 15.0 15.0 3.500000e+05 87519 29.5 5 12.0 9.0 10.0 1.614936e+05 87521 39.5 5 27.0 25.0 25.0 1.750000e+05 87530 29.5 6 10.0 4.0 4.0 1.250000e+05 87532 39.5 5 20.0 16.0 16.0 1.620000e+05 87538 29.5 5 6.0 3.0 3.0 1.700000e+05 87540 49.5 5 26.0 26.0 24.0 2.000000e+05 87545 65.0 6 40.0 35.0 35.0 2.089837e+05 87546 29.5 5 20.0 13.0 13.0 4.000000e+05 87560 39.5 3 16.0 14.0 16.0 9.000000e+04 87582 39.5 6 24.0 15.0 15.0 1.823545e+05 87592 29.5 5 4.0 3.0 7.0 5.500000e+04 87604 29.5 5 11.0 5.0 6.0 8.500000e+04 87609 39.5 6 10.0 10.0 15.0 1.800000e+05 87615 59.5 6 25.0 18.0 28.0 3.000000e+05 87618 29.5 4 5.0 2.0 14.0 1.040000e+05 87622 29.5 7 10.0 10.0 10.0 4.700000e+04 87626 49.5 5 28.0 25.0 20.0 1.750000e+05 87638 29.5 3 2.0 1.0 1.0 7.200000e+04 87639 65.0 5 51.0 46.0 37.0 1.000000e+05 87641 29.5 6 17.0 17.0 20.0 2.150000e+05 87642 29.5 2 5.0 0.0 9.0 7.500000e+04 87643 49.5 6 35.0 30.0 24.0 2.000000e+05 87651 39.5 6 22.0 21.0 22.0 1.823545e+05 87652 49.5 5 25.0 23.0 25.0 3.600000e+05 87669 65.0 7 40.0 25.0 36.0 2.194017e+05 87671 29.5 5 6.0 5.0 7.0 8.500000e+04 87675 29.5 5 18.0 6.0 6.0 6.300000e+04 87677 29.5 5 1.0 0.0 3.0 7.100000e+04 87696 39.5 5 20.0 13.0 13.0 1.120000e+05 87702 29.5 6 20.0 9.0 9.0 2.250000e+05 87710 39.5 5 15.0 10.0 10.0 9.900000e+04 87712 21.0 5 6.0 2.0 0.0 7.500000e+04 87719 39.5 5 25.0 16.0 16.0 1.200000e+05 87742 29.5 3 8.0 3.0 3.0 8.250000e+04 87745 29.5 5 12.0 11.0 11.0 1.700000e+05 87761 29.5 6 8.0 4.0 7.0 1.719117e+05 87765 39.5 7 2.0 0.0 10.0 1.500000e+05 87766 39.5 3 3.0 2.0 2.0 1.080000e+05 87767 29.5 6 10.0 2.0 2.0 1.000000e+05 87768 21.0 5 4.0 2.0 0.0 8.500000e+04 87770 29.5 7 8.0 5.0 3.0 1.130000e+05 87778 39.5 5 20.0 10.0 11.0 1.300000e+05 87783 21.0 5 11.0 3.0 4.0 1.250000e+05 87786 29.5 5 8.0 8.0 8.0 1.950000e+05 87787 39.5 6 16.0 6.0 10.0 2.120000e+05 87789 29.5 4 11.0 3.0 8.0 1.510756e+05 87818 39.5 5 28.0 16.0 20.0 1.719364e+05 87820 39.5 5 15.0 11.0 15.0 1.050000e+05 87821 59.5 3 48.0 43.0 33.0 4.000000e+04 87823 29.5 5 7.0 1.0 1.0 1.400000e+05 87829 29.5 5 16.0 13.0 13.0 1.560000e+05 87836 39.5 2 20.0 18.0 17.0 1.000000e+05 87842 39.5 3 24.0 16.0 16.0 1.150000e+05 87843 39.5 5 12.0 10.0 17.0 3.000000e+05 87847 29.5 2 13.0 9.0 9.0 1.302395e+05 87849 49.5 6 30.0 12.0 15.0 1.320000e+05 87850 29.5 5 13.0 10.0 10.0 1.320000e+05 87853 29.5 5 10.0 7.0 7.0 1.520000e+05 87856 21.0 5 6.0 1.0 0.0 1.526172e+05 87861 21.0 3 11.0 5.0 2.0 1.500000e+05 87863 39.5 6 30.0 18.0 15.0 1.823545e+05 87866 49.5 6 38.0 28.0 28.0 2.000000e+05 87868 29.5 5 13.0 9.0 9.0 4.500000e+04 87870 59.5 5 50.0 40.0 40.0 1.928221e+05 87874 21.0 5 13.0 2.0 2.0 1.300000e+05 87879 39.5 7 28.0 18.0 10.0 1.970000e+05 87880 49.5 3 30.0 20.0 26.0 1.500000e+05 87887 21.0 5 8.0 1.0 0.0 1.526172e+05 87891 49.5 5 30.0 21.0 24.0 1.200000e+05 87897 29.5 5 5.0 3.0 8.0 1.614936e+05 87899 29.5 5 6.0 3.0 7.0 8.000000e+04 87901 29.5 3 3.0 0.0 8.0 2.500000e+04 87906 29.5 5 12.0 4.0 7.0 1.510000e+05 87908 39.5 5 25.0 7.0 7.0 6.387600e+04 87910 29.5 3 10.0 2.0 2.0 7.500000e+04 87912 21.0 5 12.0 2.0 2.0 7.000000e+04 87916 65.0 6 45.0 41.0 36.0 1.800000e+05 87917 29.5 5 17.0 12.0 15.0 1.463330e+05 87918 39.5 5 35.0 20.0 16.0 2.200000e+05 87920 29.5 5 12.0 6.0 7.0 1.500000e+05 87923 39.5 5 34.0 19.0 19.0 1.200000e+05 87930 49.5 5 20.0 15.0 20.0 1.823793e+05 87931 49.5 3 27.0 26.0 27.0 1.600000e+05 87932 21.0 5 4.0 0.0 1.0 1.050000e+05 87938 21.0 5 6.0 6.0 0.0 1.526172e+05 87954 29.5 5 9.0 7.0 7.0 1.250000e+05 87973 29.5 5 20.0 12.0 12.0 1.670000e+05 87977 39.5 5 30.0 21.0 21.0 8.300000e+04 87982 59.5 3 30.0 28.0 30.0 2.400000e+05 87985 21.0 5 10.0 5.0 5.0 1.526172e+05 87989 59.5 3 25.0 23.0 33.0 1.200000e+05 87990 21.0 5 14.0 3.0 3.0 2.040000e+05 87991 39.5 5 4.0 3.0 25.0 9.200000e+04 88000 29.5 7 11.0 0.0 0.0 1.545000e+05 88001 21.0 4 8.0 NaN 1.0 1.421992e+05 88008 39.5 5 18.0 15.0 16.0 1.719364e+05 88009 49.5 5 25.0 20.0 24.0 1.300000e+05 88014 21.0 5 6.0 1.0 2.0 7.000000e+04 88019 39.5 6 17.0 12.0 7.0 8.350000e+04 88020 49.5 5 40.0 27.0 30.0 1.823793e+05 88027 59.5 5 30.0 30.0 33.0 1.928221e+05 88040 59.5 4 45.0 35.0 35.0 1.824040e+05 88048 39.5 5 21.0 17.0 17.0 1.719364e+05 88069 29.5 2 16.0 8.0 9.0 1.500000e+05 88078 29.5 5 6.0 5.0 8.0 4.500000e+04 88080 39.5 5 16.0 16.0 18.0 5.000000e+05 88085 29.5 5 10.0 8.0 8.0 1.614936e+05 88086 29.5 5 10.0 3.0 3.0 3.600000e+04 88087 29.5 6 10.0 4.0 7.0 9.500000e+04 88089 29.5 3 13.0 10.0 10.0 1.880000e+05 88096 29.5 5 12.0 10.0 10.0 1.500000e+05 88101 29.5 6 4.0 2.0 7.0 8.000000e+04 88105 29.5 5 13.0 5.0 5.0 1.018500e+05 88106 29.5 5 13.0 5.0 7.0 1.300000e+05 88120 21.0 5 10.0 4.0 0.0 1.526172e+05 88128 21.0 2 8.0 2.0 2.0 1.213631e+05 88141 29.5 5 13.0 9.0 9.0 1.800000e+05 88152 21.0 5 6.0 4.0 4.0 7.840000e+04 88155 29.5 5 8.0 0.0 8.0 1.614936e+05 88166 39.5 5 23.0 12.0 20.0 2.315250e+05 88169 29.5 5 14.0 8.0 9.0 1.310000e+05 88174 49.5 3 39.0 25.0 25.0 1.650000e+05 88177 29.5 5 6.0 6.0 6.0 3.000000e+05 88180 39.5 5 30.0 20.0 20.0 1.900000e+05 88181 29.5 5 16.0 10.0 10.0 6.800000e+04 88183 29.5 2 11.0 7.0 9.0 1.300000e+05 88187 29.5 2 20.0 4.0 4.0 6.665000e+04 88188 29.5 5 15.0 11.0 7.0 1.367500e+05 88194 59.5 6 45.0 44.0 31.0 8.500000e+04 88200 39.5 6 5.0 4.0 15.0 9.200000e+04 88201 29.5 4 5.0 2.0 3.0 9.000000e+04 88205 29.5 5 8.0 4.0 4.0 1.060000e+05 88208 29.5 5 5.0 3.0 7.0 1.200000e+05 88217 21.0 4 3.0 1.0 0.0 6.750000e+04 88219 59.5 6 43.0 41.0 31.0 5.500000e+04 88220 29.5 5 16.0 12.0 12.0 8.000000e+04 88221 29.5 5 16.0 12.0 8.0 1.880000e+05 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88344 29.5 5 13.0 7.0 7.0 1.050000e+05 88353 59.5 6 46.0 38.0 47.0 1.750000e+05 88358 29.5 3 6.0 5.0 5.0 1.400000e+05 88362 39.5 5 3.0 3.0 10.0 1.300000e+05 88378 29.5 5 9.0 3.0 3.0 1.500000e+05 88387 59.5 5 30.0 25.0 25.0 2.800000e+05 88390 21.0 5 4.0 0.0 0.0 6.500000e+04 88394 29.5 5 14.0 7.0 11.0 1.000000e+05 88400 29.5 6 8.0 6.0 8.0 2.100000e+05 88416 29.5 5 11.0 3.0 3.0 1.800000e+05 88421 29.5 5 12.0 7.0 7.0 7.500000e+04 88434 59.5 6 10.0 10.0 32.0 2.032401e+05 88442 21.0 5 7.0 0.0 1.0 1.960000e+05 88444 29.5 5 7.0 4.0 4.0 1.130000e+05 88453 29.5 5 14.0 13.0 14.0 1.300000e+05 88456 29.5 6 10.0 5.0 8.0 1.400000e+05 88464 29.5 5 6.0 5.0 5.0 1.605000e+05 88472 39.5 5 20.0 12.0 13.0 2.600000e+05 88483 39.5 4 6.0 3.0 16.0 7.500000e+04 88486 39.5 6 4.0 1.0 1.0 8.000000e+04 88488 39.5 6 20.0 15.0 15.0 1.860000e+05 88492 21.0 3 4.0 1.0 1.0 6.500000e+04 88502 29.5 5 9.0 5.0 9.0 1.283400e+05 88507 39.5 6 7.0 3.0 15.0 6.500000e+04 88509 29.5 5 7.0 4.0 6.0 1.430000e+05 88512 49.5 6 14.0 14.0 20.0 1.160000e+05 88529 39.5 5 12.0 11.0 16.0 1.550000e+05 88538 21.0 5 7.0 1.0 1.0 7.000000e+04 88540 21.0 4 6.0 2.0 2.0 6.400000e+04 88544 39.5 5 26.0 15.0 15.0 1.075000e+05 88570 21.0 2 5.0 3.0 2.0 6.000000e+04 88576 59.5 6 30.0 30.0 33.0 3.500000e+05 88578 59.5 5 42.0 36.0 36.0 1.380000e+05 88579 29.5 5 11.0 5.0 8.0 1.800000e+05 88584 39.5 6 13.0 10.0 10.0 1.823545e+05 88594 59.5 7 30.0 30.0 32.0 2.010000e+05 88595 29.5 5 1.0 0.0 1.0 1.614936e+05 88608 29.5 5 7.0 5.0 8.0 8.350000e+04 88611 29.5 5 12.0 8.0 8.0 1.410000e+05 88617 21.0 5 4.0 0.0 0.0 8.000000e+04 88623 39.5 3 23.0 7.0 9.0 6.000000e+04 88638 29.5 5 19.0 13.0 13.0 2.000000e+05 88643 29.5 5 10.0 10.0 11.0 7.000000e+05 88658 29.5 5 3.0 2.0 7.0 8.500000e+04 88661 59.5 7 NaN NaN 32.0 2.136582e+05 88669 29.5 6 18.0 12.0 12.0 2.500000e+05 88670 29.5 0 4.0 3.0 10.0 7.500000e+04 88672 29.5 4 3.0 1.0 7.0 5.300000e+04 88676 39.5 6 11.0 9.0 15.0 7.000000e+04 88686 29.5 5 10.0 6.0 6.0 2.200000e+05 88688 39.5 3 25.0 20.0 20.0 1.450000e+05 88698 49.5 5 25.0 18.0 24.0 1.823793e+05 88701 21.0 5 4.0 0.0 0.0 9.500000e+04 88709 29.5 5 6.0 2.0 8.0 1.614936e+05 88710 21.0 5 10.0 2.0 2.0 1.600000e+05 88715 29.5 6 11.0 3.0 4.0 1.000000e+05 88719 29.5 5 9.0 4.0 4.0 1.950000e+05 88721 29.5 2 1.0 0.0 9.0 1.270000e+05 88724 39.5 5 25.0 16.0 16.0 1.719364e+05 88727 29.5 5 12.0 5.0 8.0 2.500000e+05 88738 29.5 5 7.0 5.0 5.0 6.040000e+04 88740 59.5 6 25.0 23.0 34.0 5.000000e+05 88742 29.5 3 10.0 6.0 6.0 8.000000e+05 88751 39.5 5 23.0 20.0 20.0 1.400000e+05 88758 39.5 7 17.0 17.0 10.0 1.927725e+05 88759 39.5 4 13.0 12.0 16.0 1.615184e+05 88761 39.5 5 15.0 11.0 11.0 1.900000e+05 88767 29.5 5 23.0 11.0 10.0 4.640000e+05 88768 39.5 5 28.0 22.0 22.0 1.719364e+05 88769 49.5 5 20.0 15.0 24.0 1.823793e+05 88771 29.5 5 14.0 10.0 10.0 1.750000e+05 88775 29.5 4 12.0 7.0 8.0 1.100000e+05 88777 39.5 7 6.0 6.0 15.0 2.500000e+05 88780 21.0 3 12.0 1.0 1.0 5.750000e+04 88784 59.5 3 24.0 23.0 33.0 1.400000e+05 88797 39.5 6 9.0 5.0 5.0 1.823545e+05 88802 39.5 7 36.0 22.0 16.0 3.000000e+05 88818 29.5 6 15.0 10.0 11.0 1.750000e+05 88819 49.5 6 43.0 43.0 30.0 1.800000e+05 88822 59.5 5 40.0 40.0 41.0 1.928221e+05 88826 39.5 5 20.0 13.0 16.0 1.930000e+05 88832 29.5 5 8.0 5.0 5.0 2.300000e+05 88864 21.0 3 10.0 0.0 1.0 5.500000e+04 88865 29.5 3 12.0 6.0 6.0 1.550000e+05 88870 29.5 5 14.0 7.0 7.0 2.150000e+05 88871 21.0 5 4.0 1.0 0.0 1.100000e+05 88875 29.5 6 13.0 7.0 7.0 1.150000e+05 88877 29.5 2 15.0 13.0 13.0 1.550000e+05 88878 49.5 5 25.0 23.0 23.0 1.590000e+05 88882 39.5 6 18.0 15.0 16.0 2.300000e+05 88886 39.5 7 15.0 3.0 15.0 1.500000e+05 88895 39.5 7 28.0 8.0 15.0 1.927725e+05 88896 29.5 6 3.0 1.0 6.0 4.800000e+04 88899 49.5 3 30.0 24.0 24.0 1.615432e+05 88902 39.5 4 2.0 2.0 16.0 9.000000e+04 88903 39.5 5 19.0 15.0 34.0 3.000000e+06 88911 29.5 5 9.0 5.0 7.0 8.700000e+04 88912 21.0 3 8.0 2.0 1.0 1.317811e+05 88913 49.5 5 35.0 27.0 24.0 1.450000e+05 88915 21.0 5 4.0 2.0 1.0 1.800000e+05 88924 39.5 5 25.0 21.0 21.0 1.719364e+05 88926 29.5 6 13.0 10.0 10.0 1.719117e+05 88927 29.5 6 8.0 5.0 8.0 3.530000e+05 88937 29.5 5 11.0 7.0 7.0 2.000000e+05 88942 21.0 2 6.0 3.0 4.0 9.000000e+04 88944 39.5 4 20.0 19.0 20.0 1.615184e+05 88946 39.5 5 19.0 14.0 16.0 1.230000e+05 88961 39.5 1 3.0 2.0 17.0 6.500000e+04 88963 49.5 5 25.0 22.0 24.0 1.823793e+05 88975 21.0 5 5.0 2.0 0.0 1.500000e+05 88980 29.5 3 6.0 3.0 9.0 2.300000e+05 88987 29.5 5 12.0 8.0 8.0 1.452500e+05 88991 29.5 5 10.0 7.0 7.0 1.550000e+05 88996 29.5 5 10.0 5.0 5.0 9.800000e+04 89002 39.5 5 25.0 15.0 24.0 2.000000e+05 89019 29.5 7 7.0 2.0 7.0 1.900000e+05 89024 29.5 6 4.0 1.0 3.0 2.500000e+05 89030 39.5 6 11.0 8.0 8.0 1.400000e+05 89031 29.5 5 20.0 8.0 10.0 1.150000e+05 89036 29.5 5 6.0 3.0 3.0 1.100000e+05 89045 39.5 6 15.0 10.0 10.0 1.670000e+05 89057 29.5 6 10.0 7.0 9.0 1.500000e+05 89061 39.5 5 7.0 7.0 7.0 2.100000e+05 89070 29.5 6 11.0 3.0 1.0 1.110000e+05 89071 59.5 6 39.0 38.0 39.0 2.010000e+05 89072 49.5 6 35.0 30.0 33.0 3.500000e+05 89073 29.5 6 10.0 2.0 1.0 1.719117e+05 89078 21.0 5 10.0 1.0 0.0 1.500000e+05 89081 29.5 5 6.0 5.0 4.0 9.500000e+04 89086 29.5 5 7.0 4.0 5.0 1.823330e+05 89087 39.5 5 33.0 21.0 16.0 1.719364e+05 89091 49.5 7 8.0 5.0 5.0 1.230000e+05 89112 29.5 5 11.0 8.0 8.0 1.870000e+05 89113 39.5 5 20.0 10.0 10.0 2.000000e+05 89118 39.5 5 12.0 5.0 5.0 1.719364e+05 89133 29.5 5 14.0 12.0 14.0 5.000000e+05 89139 29.5 6 13.0 12.0 7.0 2.150000e+05 89140 29.5 5 15.0 1.0 10.0 8.400000e+04 89141 29.5 5 14.0 11.0 11.0 2.500000e+05 89143 29.5 5 12.0 9.0 9.0 9.000000e+04 89145 39.5 5 23.0 12.0 15.0 4.500000e+04 89154 39.5 5 20.0 8.0 8.0 7.500000e+04 89156 29.5 5 12.0 8.0 8.0 1.950000e+05 89175 29.5 5 10.0 8.0 8.0 1.350000e+05 89178 49.5 5 25.0 22.0 22.0 2.120210e+05
Filling in missing YearsCode data:
Third time's a charm! Let's use multivariate linear regression another time to predict what the missing YearsCode (years coding) data should be. Our input will be Age, EdLevel, CompTotal, and our amazing new WorkExp Data! Now we won't have any missing data in the YearsCode column in our DataFrame! Yipee!
In [19]:
# Predict missing values for YearsCode based on Age range, EdLevel, CompTotal, WorkExp
X = data[['Age', 'EdLevel', 'CompTotal', 'WorkExp']].astype(float)
y = data['YearsCode'].astype(float)
mask = ~(np.isnan(X).any(axis=1) | np.isnan(y))
X, y = X[mask], y[mask]
reg = linear_model.LinearRegression()
reg.fit(X, y)
prediction_data = data.loc[data['YearsCode'].isna()][['Age', 'EdLevel', 'CompTotal', 'WorkExp']]
prediction = reg.predict(prediction_data).astype(int)
data.loc[data['YearsCode'].isna(), 'YearsCode'] = prediction
print(data.to_string())
Age EdLevel YearsCode YearsCodePro WorkExp CompTotal 1 29.5 5 18.000000 9.0 10.0 2.850000e+05 2 49.5 5 27.000000 23.0 23.0 2.500000e+05 3 29.5 5 12.000000 7.0 7.0 1.560000e+05 6 39.5 3 4.000000 3.0 4.0 1.350000e+05 7 29.5 5 5.000000 3.0 5.0 8.000000e+04 10 29.5 5 14.000000 3.0 3.0 1.614936e+05 12 29.5 5 10.000000 9.0 9.0 7.500000e+04 13 39.5 6 5.000000 0.0 10.0 1.500000e+05 36 59.5 3 33.000000 15.0 39.0 1.300000e+05 42 49.5 5 21.000000 16.0 24.0 1.650000e+05 43 21.0 3 3.000000 2.0 2.0 6.300000e+04 55 49.5 3 35.000000 30.0 25.0 6.500000e+04 72 59.5 6 40.000000 32.0 32.0 2.032401e+05 100 49.5 6 29.000000 24.0 23.0 1.400000e+05 110 29.5 5 12.000000 7.0 7.0 1.450000e+05 121 29.5 5 20.000000 10.0 15.0 2.009900e+05 130 39.5 5 14.000000 12.0 22.0 1.180000e+05 132 21.0 5 4.000000 2.0 0.0 1.526172e+05 137 39.5 6 8.000000 6.0 15.0 1.500000e+05 153 39.5 6 20.000000 20.0 16.0 2.000000e+05 197 39.5 5 30.000000 25.0 25.0 1.700000e+05 202 39.5 5 23.000000 19.0 19.0 1.100000e+05 203 49.5 5 35.000000 27.0 24.0 1.550000e+05 237 59.5 6 45.000000 43.0 32.0 1.700000e+05 239 29.5 5 11.000000 7.0 9.0 1.200000e+05 243 29.5 6 13.000000 10.0 7.0 1.300000e+05 273 29.5 5 11.000000 7.0 9.0 2.400000e+05 291 49.5 5 30.000000 25.0 30.0 1.500000e+05 295 59.5 5 40.000000 33.0 32.0 1.200000e+05 300 65.0 7 48.000000 44.0 36.0 2.194017e+05 320 59.5 6 33.000000 29.0 32.0 1.540000e+04 345 39.5 5 38.000000 22.0 22.0 1.719364e+05 348 49.5 5 33.000000 23.0 24.0 1.680000e+05 376 49.5 5 41.000000 25.0 25.0 2.950000e+05 396 29.5 5 19.000000 11.0 10.0 1.800000e+05 405 59.5 3 20.000000 20.0 20.0 4.000000e+05 449 39.5 7 16.000000 12.0 15.0 1.670000e+05 459 49.5 5 39.000000 4.0 23.0 1.900000e+04 474 39.5 6 22.000000 15.0 16.0 1.250000e+05 479 39.5 6 15.000000 11.0 11.0 1.750000e+05 499 39.5 6 10.000000 2.0 15.0 8.000000e+04 526 29.5 5 17.000000 15.0 13.0 2.150000e+05 535 39.5 7 15.000000 15.0 14.0 1.200000e+05 536 29.5 6 16.000000 14.0 14.0 1.400000e+05 550 39.5 6 4.000000 2.0 15.0 9.000000e+04 557 29.5 5 8.000000 7.0 7.0 1.659740e+05 563 39.5 5 26.000000 9.0 27.0 1.920000e+05 570 39.5 5 18.000000 13.0 24.0 2.800000e+05 573 49.5 5 35.000000 27.0 27.0 1.450000e+05 590 21.0 2 13.000000 2.0 2.0 7.000000e+04 615 39.5 4 25.000000 25.0 16.0 1.700000e+05 628 49.5 6 22.000000 20.0 23.0 1.500000e+05 634 39.5 5 23.000000 19.0 23.0 1.719364e+05 642 29.5 5 7.000000 4.0 7.0 1.260000e+05 645 29.5 5 7.000000 7.0 7.0 1.614936e+05 651 49.5 7 43.000000 28.0 28.0 1.830000e+05 653 39.5 6 17.000000 14.0 15.0 1.250000e+05 669 39.5 3 18.000000 12.0 13.0 2.000000e+05 677 49.5 5 29.000000 25.0 25.0 1.200000e+05 690 39.5 6 12.000000 10.0 15.0 1.250000e+05 698 29.5 2 6.000000 5.0 5.0 1.700000e+05 700 29.5 4 10.000000 8.0 8.0 1.300000e+05 793 21.0 5 3.000000 0.0 1.0 7.300000e+04 800 29.5 3 9.000000 6.0 15.0 5.000000e+04 809 39.5 0 6.000000 3.0 18.0 1.198462e+05 839 49.5 2 30.000000 25.0 30.0 1.100000e+05 851 49.5 6 42.000000 10.0 33.0 1.927973e+05 872 39.5 5 18.000000 15.0 15.0 3.500000e+05 888 59.5 3 42.000000 42.0 33.0 1.500000e+05 897 29.5 6 10.000000 10.0 13.0 1.650000e+05 940 49.5 3 27.000000 27.0 36.0 1.114200e+05 959 49.5 4 30.000000 28.0 28.0 1.600000e+05 963 39.5 5 22.000000 17.0 22.0 1.480000e+05 968 39.5 3 33.000000 15.0 17.0 1.511004e+05 991 39.5 5 26.000000 21.0 21.0 1.200000e+05 992 49.5 3 25.000000 19.0 20.0 1.200000e+05 998 39.5 4 20.000000 14.0 14.0 1.615184e+05 999 49.5 6 29.000000 26.0 24.0 2.400000e+05 1009 39.5 6 14.000000 10.0 11.0 2.500000e+05 1027 49.5 3 20.000000 18.0 18.0 1.615432e+05 1034 39.5 5 17.000000 10.0 16.0 1.700000e+05 1043 49.5 5 40.000000 31.0 31.0 1.500000e+05 1044 21.0 5 10.000000 7.0 0.0 8.000000e+04 1055 39.5 5 15.000000 12.0 17.0 1.719364e+05 1057 65.0 7 51.000000 51.0 36.0 2.000000e+05 1076 49.5 5 25.000000 20.0 20.0 1.823793e+05 1078 29.5 5 20.000000 7.0 7.0 1.850000e+05 1084 21.0 5 3.000000 1.0 2.0 7.300000e+04 1088 21.0 6 12.000000 3.0 3.0 7.200000e+04 1096 49.5 4 43.000000 27.0 25.0 1.719612e+05 1101 49.5 5 30.000000 25.0 25.0 1.823793e+05 1102 29.5 5 15.000000 11.0 11.0 1.614936e+05 1105 21.0 4 10.000000 0.0 1.0 5.000000e+04 1107 29.5 3 9.000000 5.0 5.0 4.000000e+04 1118 29.5 0 6.000000 5.0 5.0 1.100000e+05 1126 39.5 6 16.000000 14.0 15.0 1.000000e+05 1134 39.5 3 33.000000 23.0 23.0 1.100000e+05 1142 29.5 5 15.000000 11.0 12.0 1.250000e+05 1160 59.5 4 45.000000 42.0 32.0 2.200000e+04 1161 39.5 5 31.000000 17.0 25.0 1.719364e+05 1168 39.5 5 10.000000 8.0 8.0 1.700000e+05 1174 29.5 5 9.000000 5.0 15.0 1.200000e+05 1177 39.5 5 20.000000 12.0 20.0 2.000000e+05 1179 39.5 5 10.000000 8.0 16.0 1.500000e+05 1187 29.5 6 10.000000 1.0 6.0 7.706200e+04 1191 39.5 5 28.000000 17.0 17.0 1.630000e+05 1196 49.5 5 30.000000 24.0 24.0 2.350000e+05 1205 29.5 5 11.000000 9.0 9.0 3.500000e+05 1210 21.0 5 5.000000 1.0 0.0 1.526172e+05 1225 59.5 5 15.000000 11.0 15.0 1.300000e+05 1235 39.5 5 4.000000 2.0 20.0 9.000000e+04 1255 59.5 5 40.000000 36.0 33.0 2.080000e+05 1256 29.5 5 14.000000 10.0 10.0 2.350000e+05 1275 29.5 3 13.000000 11.0 11.0 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5 23.000000 20.0 20.0 1.400000e+05 88758 39.5 7 17.000000 17.0 10.0 1.927725e+05 88759 39.5 4 13.000000 12.0 16.0 1.615184e+05 88761 39.5 5 15.000000 11.0 11.0 1.900000e+05 88767 29.5 5 23.000000 11.0 10.0 4.640000e+05 88768 39.5 5 28.000000 22.0 22.0 1.719364e+05 88769 49.5 5 20.000000 15.0 24.0 1.823793e+05 88771 29.5 5 14.000000 10.0 10.0 1.750000e+05 88775 29.5 4 12.000000 7.0 8.0 1.100000e+05 88777 39.5 7 6.000000 6.0 15.0 2.500000e+05 88780 21.0 3 12.000000 1.0 1.0 5.750000e+04 88784 59.5 3 24.000000 23.0 33.0 1.400000e+05 88797 39.5 6 9.000000 5.0 5.0 1.823545e+05 88802 39.5 7 36.000000 22.0 16.0 3.000000e+05 88818 29.5 6 15.000000 10.0 11.0 1.750000e+05 88819 49.5 6 43.000000 43.0 30.0 1.800000e+05 88822 59.5 5 40.000000 40.0 41.0 1.928221e+05 88826 39.5 5 20.000000 13.0 16.0 1.930000e+05 88832 29.5 5 8.000000 5.0 5.0 2.300000e+05 88864 21.0 3 10.000000 0.0 1.0 5.500000e+04 88865 29.5 3 12.000000 6.0 6.0 1.550000e+05 88870 29.5 5 14.000000 7.0 7.0 2.150000e+05 88871 21.0 5 4.000000 1.0 0.0 1.100000e+05 88875 29.5 6 13.000000 7.0 7.0 1.150000e+05 88877 29.5 2 15.000000 13.0 13.0 1.550000e+05 88878 49.5 5 25.000000 23.0 23.0 1.590000e+05 88882 39.5 6 18.000000 15.0 16.0 2.300000e+05 88886 39.5 7 15.000000 3.0 15.0 1.500000e+05 88895 39.5 7 28.000000 8.0 15.0 1.927725e+05 88896 29.5 6 3.000000 1.0 6.0 4.800000e+04 88899 49.5 3 30.000000 24.0 24.0 1.615432e+05 88902 39.5 4 2.000000 2.0 16.0 9.000000e+04 88903 39.5 5 19.000000 15.0 34.0 3.000000e+06 88911 29.5 5 9.000000 5.0 7.0 8.700000e+04 88912 21.0 3 8.000000 2.0 1.0 1.317811e+05 88913 49.5 5 35.000000 27.0 24.0 1.450000e+05 88915 21.0 5 4.000000 2.0 1.0 1.800000e+05 88924 39.5 5 25.000000 21.0 21.0 1.719364e+05 88926 29.5 6 13.000000 10.0 10.0 1.719117e+05 88927 29.5 6 8.000000 5.0 8.0 3.530000e+05 88937 29.5 5 11.000000 7.0 7.0 2.000000e+05 88942 21.0 2 6.000000 3.0 4.0 9.000000e+04 88944 39.5 4 20.000000 19.0 20.0 1.615184e+05 88946 39.5 5 19.000000 14.0 16.0 1.230000e+05 88961 39.5 1 3.000000 2.0 17.0 6.500000e+04 88963 49.5 5 25.000000 22.0 24.0 1.823793e+05 88975 21.0 5 5.000000 2.0 0.0 1.500000e+05 88980 29.5 3 6.000000 3.0 9.0 2.300000e+05 88987 29.5 5 12.000000 8.0 8.0 1.452500e+05 88991 29.5 5 10.000000 7.0 7.0 1.550000e+05 88996 29.5 5 10.000000 5.0 5.0 9.800000e+04 89002 39.5 5 25.000000 15.0 24.0 2.000000e+05 89019 29.5 7 7.000000 2.0 7.0 1.900000e+05 89024 29.5 6 4.000000 1.0 3.0 2.500000e+05 89030 39.5 6 11.000000 8.0 8.0 1.400000e+05 89031 29.5 5 20.000000 8.0 10.0 1.150000e+05 89036 29.5 5 6.000000 3.0 3.0 1.100000e+05 89045 39.5 6 15.000000 10.0 10.0 1.670000e+05 89057 29.5 6 10.000000 7.0 9.0 1.500000e+05 89061 39.5 5 7.000000 7.0 7.0 2.100000e+05 89070 29.5 6 11.000000 3.0 1.0 1.110000e+05 89071 59.5 6 39.000000 38.0 39.0 2.010000e+05 89072 49.5 6 35.000000 30.0 33.0 3.500000e+05 89073 29.5 6 10.000000 2.0 1.0 1.719117e+05 89078 21.0 5 10.000000 1.0 0.0 1.500000e+05 89081 29.5 5 6.000000 5.0 4.0 9.500000e+04 89086 29.5 5 7.000000 4.0 5.0 1.823330e+05 89087 39.5 5 33.000000 21.0 16.0 1.719364e+05 89091 49.5 7 8.000000 5.0 5.0 1.230000e+05 89112 29.5 5 11.000000 8.0 8.0 1.870000e+05 89113 39.5 5 20.000000 10.0 10.0 2.000000e+05 89118 39.5 5 12.000000 5.0 5.0 1.719364e+05 89133 29.5 5 14.000000 12.0 14.0 5.000000e+05 89139 29.5 6 13.000000 12.0 7.0 2.150000e+05 89140 29.5 5 15.000000 1.0 10.0 8.400000e+04 89141 29.5 5 14.000000 11.0 11.0 2.500000e+05 89143 29.5 5 12.000000 9.0 9.0 9.000000e+04 89145 39.5 5 23.000000 12.0 15.0 4.500000e+04 89154 39.5 5 20.000000 8.0 8.0 7.500000e+04 89156 29.5 5 12.000000 8.0 8.0 1.950000e+05 89175 29.5 5 10.000000 8.0 8.0 1.350000e+05 89178 49.5 5 25.000000 22.0 22.0 2.120210e+05
Filling in missing YearsCode data:
Now we're getting the hang of it (last time, I promise)! Let's use multivariate linear regression and Age, EdLevel, CompTotal, WorkExp, and our new YearsCode data to predict what our YearsCodePro (years coding professionally) should look like.
In [20]:
# Predict missing values for YearsCodePro based on Age range, EdLevel, CompTotal, WorkExp, YearsCode
X = data[['Age', 'EdLevel', 'CompTotal', 'WorkExp', 'YearsCode']].astype(float)
y = data['YearsCodePro'].astype(float)
mask = ~(np.isnan(X).any(axis=1) | np.isnan(y))
X, y = X[mask], y[mask]
reg = linear_model.LinearRegression()
reg.fit(X, y)
prediction_data = data.loc[data['YearsCodePro'].isna()][['Age', 'EdLevel', 'CompTotal', 'WorkExp', 'YearsCode']]
prediction = reg.predict(prediction_data).astype(int)
data.loc[data['YearsCodePro'].isna(), 'YearsCodePro'] = prediction
print(data.to_string())
Age EdLevel YearsCode YearsCodePro WorkExp CompTotal 1 29.5 5 18.000000 9.000000 10.0 2.850000e+05 2 49.5 5 27.000000 23.000000 23.0 2.500000e+05 3 29.5 5 12.000000 7.000000 7.0 1.560000e+05 6 39.5 3 4.000000 3.000000 4.0 1.350000e+05 7 29.5 5 5.000000 3.000000 5.0 8.000000e+04 10 29.5 5 14.000000 3.000000 3.0 1.614936e+05 12 29.5 5 10.000000 9.000000 9.0 7.500000e+04 13 39.5 6 5.000000 0.000000 10.0 1.500000e+05 36 59.5 3 33.000000 15.000000 39.0 1.300000e+05 42 49.5 5 21.000000 16.000000 24.0 1.650000e+05 43 21.0 3 3.000000 2.000000 2.0 6.300000e+04 55 49.5 3 35.000000 30.000000 25.0 6.500000e+04 72 59.5 6 40.000000 32.000000 32.0 2.032401e+05 100 49.5 6 29.000000 24.000000 23.0 1.400000e+05 110 29.5 5 12.000000 7.000000 7.0 1.450000e+05 121 29.5 5 20.000000 10.000000 15.0 2.009900e+05 130 39.5 5 14.000000 12.000000 22.0 1.180000e+05 132 21.0 5 4.000000 2.000000 0.0 1.526172e+05 137 39.5 6 8.000000 6.000000 15.0 1.500000e+05 153 39.5 6 20.000000 20.000000 16.0 2.000000e+05 197 39.5 5 30.000000 25.000000 25.0 1.700000e+05 202 39.5 5 23.000000 19.000000 19.0 1.100000e+05 203 49.5 5 35.000000 27.000000 24.0 1.550000e+05 237 59.5 6 45.000000 43.000000 32.0 1.700000e+05 239 29.5 5 11.000000 7.000000 9.0 1.200000e+05 243 29.5 6 13.000000 10.000000 7.0 1.300000e+05 273 29.5 5 11.000000 7.000000 9.0 2.400000e+05 291 49.5 5 30.000000 25.000000 30.0 1.500000e+05 295 59.5 5 40.000000 33.000000 32.0 1.200000e+05 300 65.0 7 48.000000 44.000000 36.0 2.194017e+05 320 59.5 6 33.000000 29.000000 32.0 1.540000e+04 345 39.5 5 38.000000 22.000000 22.0 1.719364e+05 348 49.5 5 33.000000 23.000000 24.0 1.680000e+05 376 49.5 5 41.000000 25.000000 25.0 2.950000e+05 396 29.5 5 19.000000 11.000000 10.0 1.800000e+05 405 59.5 3 20.000000 20.000000 20.0 4.000000e+05 449 39.5 7 16.000000 12.000000 15.0 1.670000e+05 459 49.5 5 39.000000 4.000000 23.0 1.900000e+04 474 39.5 6 22.000000 15.000000 16.0 1.250000e+05 479 39.5 6 15.000000 11.000000 11.0 1.750000e+05 499 39.5 6 10.000000 2.000000 15.0 8.000000e+04 526 29.5 5 17.000000 15.000000 13.0 2.150000e+05 535 39.5 7 15.000000 15.000000 14.0 1.200000e+05 536 29.5 6 16.000000 14.000000 14.0 1.400000e+05 550 39.5 6 4.000000 2.000000 15.0 9.000000e+04 557 29.5 5 8.000000 7.000000 7.0 1.659740e+05 563 39.5 5 26.000000 9.000000 27.0 1.920000e+05 570 39.5 5 18.000000 13.000000 24.0 2.800000e+05 573 49.5 5 35.000000 27.000000 27.0 1.450000e+05 590 21.0 2 13.000000 2.000000 2.0 7.000000e+04 615 39.5 4 25.000000 25.000000 16.0 1.700000e+05 628 49.5 6 22.000000 20.000000 23.0 1.500000e+05 634 39.5 5 23.000000 19.000000 23.0 1.719364e+05 642 29.5 5 7.000000 4.000000 7.0 1.260000e+05 645 29.5 5 7.000000 7.000000 7.0 1.614936e+05 651 49.5 7 43.000000 28.000000 28.0 1.830000e+05 653 39.5 6 17.000000 14.000000 15.0 1.250000e+05 669 39.5 3 18.000000 12.000000 13.0 2.000000e+05 677 49.5 5 29.000000 25.000000 25.0 1.200000e+05 690 39.5 6 12.000000 10.000000 15.0 1.250000e+05 698 29.5 2 6.000000 5.000000 5.0 1.700000e+05 700 29.5 4 10.000000 8.000000 8.0 1.300000e+05 793 21.0 5 3.000000 0.000000 1.0 7.300000e+04 800 29.5 3 9.000000 6.000000 15.0 5.000000e+04 809 39.5 0 6.000000 3.000000 18.0 1.198462e+05 839 49.5 2 30.000000 25.000000 30.0 1.100000e+05 851 49.5 6 42.000000 10.000000 33.0 1.927973e+05 872 39.5 5 18.000000 15.000000 15.0 3.500000e+05 888 59.5 3 42.000000 42.000000 33.0 1.500000e+05 897 29.5 6 10.000000 10.000000 13.0 1.650000e+05 940 49.5 3 27.000000 27.000000 36.0 1.114200e+05 959 49.5 4 30.000000 28.000000 28.0 1.600000e+05 963 39.5 5 22.000000 17.000000 22.0 1.480000e+05 968 39.5 3 33.000000 15.000000 17.0 1.511004e+05 991 39.5 5 26.000000 21.000000 21.0 1.200000e+05 992 49.5 3 25.000000 19.000000 20.0 1.200000e+05 998 39.5 4 20.000000 14.000000 14.0 1.615184e+05 999 49.5 6 29.000000 26.000000 24.0 2.400000e+05 1009 39.5 6 14.000000 10.000000 11.0 2.500000e+05 1027 49.5 3 20.000000 18.000000 18.0 1.615432e+05 1034 39.5 5 17.000000 10.000000 16.0 1.700000e+05 1043 49.5 5 40.000000 31.000000 31.0 1.500000e+05 1044 21.0 5 10.000000 7.000000 0.0 8.000000e+04 1055 39.5 5 15.000000 12.000000 17.0 1.719364e+05 1057 65.0 7 51.000000 51.000000 36.0 2.000000e+05 1076 49.5 5 25.000000 20.000000 20.0 1.823793e+05 1078 29.5 5 20.000000 7.000000 7.0 1.850000e+05 1084 21.0 5 3.000000 1.000000 2.0 7.300000e+04 1088 21.0 6 12.000000 3.000000 3.0 7.200000e+04 1096 49.5 4 43.000000 27.000000 25.0 1.719612e+05 1101 49.5 5 30.000000 25.000000 25.0 1.823793e+05 1102 29.5 5 15.000000 11.000000 11.0 1.614936e+05 1105 21.0 4 10.000000 0.000000 1.0 5.000000e+04 1107 29.5 3 9.000000 5.000000 5.0 4.000000e+04 1118 29.5 0 6.000000 5.000000 5.0 1.100000e+05 1126 39.5 6 16.000000 14.000000 15.0 1.000000e+05 1134 39.5 3 33.000000 23.000000 23.0 1.100000e+05 1142 29.5 5 15.000000 11.000000 12.0 1.250000e+05 1160 59.5 4 45.000000 42.000000 32.0 2.200000e+04 1161 39.5 5 31.000000 17.000000 25.0 1.719364e+05 1168 39.5 5 10.000000 8.000000 8.0 1.700000e+05 1174 29.5 5 9.000000 5.000000 15.0 1.200000e+05 1177 39.5 5 20.000000 12.000000 20.0 2.000000e+05 1179 39.5 5 10.000000 8.000000 16.0 1.500000e+05 1187 29.5 6 10.000000 1.000000 6.0 7.706200e+04 1191 39.5 5 28.000000 17.000000 17.0 1.630000e+05 1196 49.5 5 30.000000 24.000000 24.0 2.350000e+05 1205 29.5 5 11.000000 9.000000 9.0 3.500000e+05 1210 21.0 5 5.000000 1.000000 0.0 1.526172e+05 1225 59.5 5 15.000000 11.000000 15.0 1.300000e+05 1235 39.5 5 4.000000 2.000000 20.0 9.000000e+04 1255 59.5 5 40.000000 36.000000 33.0 2.080000e+05 1256 29.5 5 14.000000 10.000000 10.0 2.350000e+05 1275 29.5 3 13.000000 11.000000 11.0 1.500000e+05 1289 29.5 6 6.000000 2.000000 7.0 1.719117e+05 1298 29.5 5 4.000000 3.000000 3.0 9.200000e+04 1310 29.5 3 10.000000 6.000000 8.0 7.250000e+04 1315 39.5 5 17.000000 15.000000 15.0 1.719364e+05 1316 29.5 5 12.000000 5.000000 5.0 1.200000e+05 1320 59.5 6 40.000000 30.000000 34.0 2.500000e+05 1322 39.5 5 25.000000 12.000000 12.0 1.390000e+05 1335 59.5 5 45.000000 42.000000 45.0 2.500000e+05 1343 29.5 5 22.000000 8.000000 8.0 1.614936e+05 1351 29.5 5 16.000000 6.000000 6.0 1.650000e+05 1368 59.5 5 44.000000 39.000000 32.0 1.440000e+05 1371 59.5 5 27.000000 27.000000 31.0 2.200000e+05 1378 29.5 5 12.000000 9.000000 9.0 1.850000e+05 1383 59.5 6 45.000000 39.000000 40.0 2.032401e+05 1395 49.5 6 37.000000 26.000000 26.0 2.460000e+05 1419 29.5 5 13.000000 11.000000 10.0 1.000000e+05 1426 29.5 5 12.000000 9.000000 9.0 1.300000e+05 1438 49.5 2 42.000000 36.000000 36.0 1.280000e+05 1439 59.5 5 37.000000 33.000000 33.0 2.050000e+05 1445 29.5 5 7.000000 2.000000 2.0 1.170000e+05 1446 29.5 4 16.000000 12.000000 8.0 1.700000e+05 1456 39.5 7 25.000000 15.000000 25.0 3.750000e+05 1457 39.5 5 5.000000 0.000000 1.0 8.500000e+04 1461 39.5 5 25.000000 22.000000 25.0 1.610000e+05 1462 39.5 4 15.000000 15.000000 14.0 1.350000e+05 1474 29.5 5 4.000000 2.000000 2.0 1.050000e+05 1478 39.5 4 20.000000 20.000000 20.0 2.250000e+05 1491 39.5 2 25.000000 8.000000 8.0 8.500000e+04 1495 39.5 7 8.000000 7.000000 8.0 1.720000e+05 1499 59.5 5 45.000000 36.000000 36.0 1.928221e+05 1504 29.5 5 12.000000 8.000000 10.0 2.850000e+05 1506 21.0 4 5.000000 5.000000 5.0 9.400000e+04 1509 39.5 5 11.000000 9.000000 9.0 1.880000e+05 1516 59.5 3 42.000000 39.000000 40.0 5.000000e+05 1534 49.5 5 30.000000 29.000000 30.0 2.000000e+05 1552 39.5 6 15.000000 8.000000 15.0 1.823545e+05 1566 29.5 5 5.000000 5.000000 7.0 1.500000e+05 1568 39.5 5 20.000000 15.000000 15.0 3.500000e+05 1578 49.5 5 33.000000 23.000000 24.0 7.900000e+04 1585 21.0 5 5.000000 1.000000 0.0 5.000000e+04 1602 29.5 6 14.000000 10.000000 8.0 2.380000e+05 1603 29.5 7 17.000000 8.000000 7.0 1.200000e+05 1605 39.5 5 11.000000 6.000000 6.0 7.500000e+04 1625 39.5 4 30.000000 7.000000 16.0 1.615184e+05 1630 39.5 5 6.000000 5.000000 5.0 8.000000e+04 1632 49.5 5 35.000000 35.000000 24.0 1.250000e+05 1640 29.5 5 8.000000 5.000000 5.0 1.450000e+05 1645 59.5 5 42.000000 38.000000 42.0 1.928221e+05 1656 39.5 5 20.000000 17.000000 17.0 1.400000e+05 1663 49.5 6 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8.000000 15.0 1.927725e+05 88896 29.5 6 3.000000 1.000000 6.0 4.800000e+04 88899 49.5 3 30.000000 24.000000 24.0 1.615432e+05 88902 39.5 4 2.000000 2.000000 16.0 9.000000e+04 88903 39.5 5 19.000000 15.000000 34.0 3.000000e+06 88911 29.5 5 9.000000 5.000000 7.0 8.700000e+04 88912 21.0 3 8.000000 2.000000 1.0 1.317811e+05 88913 49.5 5 35.000000 27.000000 24.0 1.450000e+05 88915 21.0 5 4.000000 2.000000 1.0 1.800000e+05 88924 39.5 5 25.000000 21.000000 21.0 1.719364e+05 88926 29.5 6 13.000000 10.000000 10.0 1.719117e+05 88927 29.5 6 8.000000 5.000000 8.0 3.530000e+05 88937 29.5 5 11.000000 7.000000 7.0 2.000000e+05 88942 21.0 2 6.000000 3.000000 4.0 9.000000e+04 88944 39.5 4 20.000000 19.000000 20.0 1.615184e+05 88946 39.5 5 19.000000 14.000000 16.0 1.230000e+05 88961 39.5 1 3.000000 2.000000 17.0 6.500000e+04 88963 49.5 5 25.000000 22.000000 24.0 1.823793e+05 88975 21.0 5 5.000000 2.000000 0.0 1.500000e+05 88980 29.5 3 6.000000 3.000000 9.0 2.300000e+05 88987 29.5 5 12.000000 8.000000 8.0 1.452500e+05 88991 29.5 5 10.000000 7.000000 7.0 1.550000e+05 88996 29.5 5 10.000000 5.000000 5.0 9.800000e+04 89002 39.5 5 25.000000 15.000000 24.0 2.000000e+05 89019 29.5 7 7.000000 2.000000 7.0 1.900000e+05 89024 29.5 6 4.000000 1.000000 3.0 2.500000e+05 89030 39.5 6 11.000000 8.000000 8.0 1.400000e+05 89031 29.5 5 20.000000 8.000000 10.0 1.150000e+05 89036 29.5 5 6.000000 3.000000 3.0 1.100000e+05 89045 39.5 6 15.000000 10.000000 10.0 1.670000e+05 89057 29.5 6 10.000000 7.000000 9.0 1.500000e+05 89061 39.5 5 7.000000 7.000000 7.0 2.100000e+05 89070 29.5 6 11.000000 3.000000 1.0 1.110000e+05 89071 59.5 6 39.000000 38.000000 39.0 2.010000e+05 89072 49.5 6 35.000000 30.000000 33.0 3.500000e+05 89073 29.5 6 10.000000 2.000000 1.0 1.719117e+05 89078 21.0 5 10.000000 1.000000 0.0 1.500000e+05 89081 29.5 5 6.000000 5.000000 4.0 9.500000e+04 89086 29.5 5 7.000000 4.000000 5.0 1.823330e+05 89087 39.5 5 33.000000 21.000000 16.0 1.719364e+05 89091 49.5 7 8.000000 5.000000 5.0 1.230000e+05 89112 29.5 5 11.000000 8.000000 8.0 1.870000e+05 89113 39.5 5 20.000000 10.000000 10.0 2.000000e+05 89118 39.5 5 12.000000 5.000000 5.0 1.719364e+05 89133 29.5 5 14.000000 12.000000 14.0 5.000000e+05 89139 29.5 6 13.000000 12.000000 7.0 2.150000e+05 89140 29.5 5 15.000000 1.000000 10.0 8.400000e+04 89141 29.5 5 14.000000 11.000000 11.0 2.500000e+05 89143 29.5 5 12.000000 9.000000 9.0 9.000000e+04 89145 39.5 5 23.000000 12.000000 15.0 4.500000e+04 89154 39.5 5 20.000000 8.000000 8.0 7.500000e+04 89156 29.5 5 12.000000 8.000000 8.0 1.950000e+05 89175 29.5 5 10.000000 8.000000 8.0 1.350000e+05 89178 49.5 5 25.000000 22.000000 22.0 2.120210e+05
How are our missing values now? Let's see!
In [21]:
print(data.isna().sum())
Age 0 EdLevel 0 YearsCode 0 YearsCodePro 0 WorkExp 0 CompTotal 0 dtype: int64
Much better! :D
Now all our data is accounted for! Let's visualize to get an idea of the relationships between the various features!¶
In [ ]:
plt.scatter(data.get('Age'), data.get('CompTotal'))
plt.title("Age vs Salary")
plt.xlabel("Age")
plt.ylabel("Salary")
plt.show()
In [ ]:
plt.scatter(data.get('YearsCode'), data.get('CompTotal'))
plt.title("Years of Coding Experience vs Salary")
plt.xlabel("Years")
plt.ylabel("Salary")
plt.show()
In [ ]:
plt.scatter(data.get('YearsCodePro'), data.get('CompTotal'))
plt.title("Years of Professional Coding Experience vs Salary")
plt.xlabel("Years")
plt.ylabel("Salary")
plt.show()
In [ ]:
plt.scatter(data.get('WorkExp'), data.get('CompTotal'))
plt.title("Years of Professional Experience vs Salary")
plt.xlabel("Years")
plt.ylabel("Salary")
plt.show()
In [ ]:
plt.scatter(data.get('EdLevel'), data.get('CompTotal'))
plt.title("Level of Education vs Salary")
plt.xlabel("Education")
plt.ylabel("Salary")
plt.show()
Comparing predicted data to actual data (by means of means and standard deviations)
❗️NOTE: Please rerun all cells if you only see one color/line in the plots below.❗️
In [22]:
def graph_mean_and_stds_x(title, xlabel, total_salary, mean_or_std):
plt.figure(figsize=(15,6))
plt.xlabel(xlabel)
mean = None
if mean_or_std:
#plt.subplot(1, 2, 1)
mean = old_data.groupby(xlabel, as_index=False)[total_salary].mean()
plt.plot(mean[xlabel], mean[total_salary])
mean = data.groupby(xlabel, as_index=False)[total_salary].mean()
else:
#plt.subplot(1, 2, 2)
mean = old_data.groupby(xlabel, as_index=False)[total_salary].std()
plt.plot(mean[xlabel], mean[total_salary])
mean = data.groupby(xlabel, as_index=False)[total_salary].std()
plt.title(title)
plt.ylabel("Total Salary")
plt.plot(mean[xlabel], mean[total_salary])
def do_graph(title, xlabel, ylabel):
#plt.figure(figsize=(15,6))
# plt.xlabel(xlabel)
graph_mean_and_stds_x("Mean " + title, xlabel, ylabel, True)
plt.legend(['Before Replacing Missing Data', 'After Replacing Missing Data'], loc='upper left')
graph_mean_and_stds_x("Standard Deviation of " + title, xlabel, ylabel, False)
plt.legend(['Before Replacing Missing Data', 'After Replacing Missing Data'], loc='upper left')
do_graph("Total Salary by Age", "Age", "CompTotal")
do_graph("Education Level by Age", "EdLevel", "CompTotal")
In the plots above, we can see the difference between our predicted data and the actual data (with the missing values). Looks like we're on the right track!
More Analysis: OLS Regression
As can be seen from the OLS Regression Results below, the p-value for Age, EdLevel, YearsCode, YearsCodePro, and WorkExp are all less than .05, meaning we can reject the null hypothesis.
What does it mean to reject the null hypothesis? This means that the variables we used in our analysis ( Age, EdLevel, YearsCode, YearsCodePro, and WorkExp) directly correlate with salary (CompTotal).
In [23]:
reg = smf.ols(formula='CompTotal ~ Age + EdLevel + YearsCode + YearsCodePro + WorkExp', data=data).fit()
reg.summary()
Out[23]:
| Dep. Variable: | CompTotal | R-squared: | 0.054 |
|---|---|---|---|
| Model: | OLS | Adj. R-squared: | 0.054 |
| Method: | Least Squares | F-statistic: | 166.9 |
| Date: | Sat, 18 May 2024 | Prob (F-statistic): | 3.26e-173 |
| Time: | 22:55:30 | Log-Likelihood: | -1.8893e+05 |
| No. Observations: | 14603 | AIC: | 3.779e+05 |
| Df Residuals: | 14597 | BIC: | 3.779e+05 |
| Df Model: | 5 | ||
| Covariance Type: | nonrobust |
| coef | std err | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| Intercept | 1.286e+05 | 5291.955 | 24.296 | 0.000 | 1.18e+05 | 1.39e+05 |
| Age | -1941.9681 | 172.862 | -11.234 | 0.000 | -2280.800 | -1603.136 |
| EdLevel | 1.162e+04 | 765.774 | 15.173 | 0.000 | 1.01e+04 | 1.31e+04 |
| YearsCode | 791.8153 | 191.209 | 4.141 | 0.000 | 417.022 | 1166.609 |
| YearsCodePro | 531.8119 | 232.781 | 2.285 | 0.022 | 75.532 | 988.092 |
| WorkExp | 2377.2601 | 227.224 | 10.462 | 0.000 | 1931.872 | 2822.648 |
| Omnibus: | 19603.121 | Durbin-Watson: | 1.978 |
|---|---|---|---|
| Prob(Omnibus): | 0.000 | Jarque-Bera (JB): | 9726059.194 |
| Skew: | 7.366 | Prob(JB): | 0.00 |
| Kurtosis: | 128.570 | Cond. No. | 320. |
Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
In [24]:
# get the features and the life expectancy data
X = data.values[:, 1:-1]
y = data.values[:, -1].astype(int)
# using random forest classification to get feature importances
clf = RandomForestClassifier(n_estimators=40, criterion="gini")
clf = clf.fit(X, y)
# create horizontal bar graph with features on the y-axis and the importance of each feature as the width
plt.barh(y=data.columns[1:-1], width=clf.feature_importances_)
plt.show()
